{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "\n",
    "import numpy as np\n",
    "import random\n",
    "from model import QNetwork, get_network_input\n",
    "from Game import GameEnvironment\n",
    "from collections import deque\n",
    "from replay_buffer import ReplayMemory\n",
    "import time\n",
    "\n",
    "model = QNetwork(input_dim=10, hidden_dim=20, output_dim=5)\n",
    "epsilon = 0.1\n",
    "gridsize = 15 \n",
    "GAMMA = 0.99\n",
    "\n",
    "board = GameEnvironment(gridsize, nothing=0, dead=-1, apple=1)\n",
    "memory = ReplayMemory(1000)  \n",
    "optimizer = torch.optim.Adam(model.parameters(), lr = 1e-4)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def run_episode(num_games):\n",
    "    run = True\n",
    "    move=0\n",
    "    games_played = 0\n",
    "    total_reward = 0    \n",
    "    episode_games = 0\n",
    "    len_array = []\n",
    "    \n",
    "    while run:\n",
    "        state = get_network_input(board.snake, board.apple)\n",
    "        action_0 = model(state_0)\n",
    "        rand = np.random.uniform(0,1)\n",
    "        if rand > epsilon:\n",
    "            action = torch.argmax(action_0)\n",
    "        else:\n",
    "            action = np.random.randint(0,5)\n",
    "\n",
    "        ## update_boardstate the same snake till    \n",
    "        reward, done, len_of_snake = board.update_boardstate(action)\n",
    "        next_state = get_network_input(board.snake, board.apple)\n",
    "        \n",
    "        memory.push(state, action, reward, next_state, done)\n",
    "        \n",
    "        total_reward += reward\n",
    "        \n",
    "        episode_games += 1\n",
    "        \n",
    "        if board.game_over == True:\n",
    "            games_played += 1\n",
    "            len_array.append(len_of_snake)\n",
    "            board.resetgame()\n",
    "            \n",
    "            if num_games == games_played:\n",
    "                run = False\n",
    "                \n",
    "    avg_len_of_snake = np.mean(len_array)\n",
    "    max_len_of_snake = np.max(len_array)\n",
    "    return total_reward, avg_len_of_snake, max_len_of_snake"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "MSE = nn.MSELoss()\n",
    "def learn(num_updates, batch_size):\n",
    "    \n",
    "    total_loss = 0\n",
    "    \n",
    "    for i in range(num_updates):\n",
    "\n",
    "        optimizer.zero_grad()\n",
    "        sample = memory.sample(batch_size)\n",
    "            \n",
    "        states, actions, rewards, next_states, dones = sample\n",
    "        states = torch.cat([x.unsqueeze(0) for x in states], dim=0) \n",
    "        actions = torch.LongTensor(actions) \n",
    "        rewards = torch.FloatTensor(rewards) \n",
    "        next_states = torch.cat([x.unsqueeze(0) for x in next_states]) \n",
    "        dones = torch.FloatTensor(dones) \n",
    "        \n",
    "        q_local = model.forward(states)\n",
    "        next_q_value = model.forward(next_states)\n",
    "\n",
    "        Q_expected  = q_local.gather(1, actions.unsqueeze(0).transpose(0,1)).transpose(0,1).squeeze(0)  \n",
    "        \n",
    "        Q_targets_next  = torch.max(next_q_value, 1)[0]*(torch.ones(dones.size()) - dones)\n",
    "        \n",
    "        Q_targets  = rewards + GAMMA * Q_targets_next \n",
    "        \n",
    "        loss = MSE(Q_expected, Q_targets)\n",
    "        \n",
    "        total_loss += loss\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "        \n",
    "    return total_loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:     10, Loss: 2.630, Avg.Score: -26.00, Avg.LenOfSnake: 5.13, Max.LenOfSnake:  6.00 Time: 00:00:17 \n",
      "Ep.:     20, Loss: 3.440, Avg.Score: -27.00, Avg.LenOfSnake: 5.10, Max.LenOfSnake:  6.00 Time: 00:00:36 \n",
      "Ep.:     30, Loss: 2.275, Avg.Score: -22.00, Avg.LenOfSnake: 5.27, Max.LenOfSnake:  8.00 Time: 00:00:54 \n",
      "Ep.:     40, Loss: 2.357, Avg.Score: -29.00, Avg.LenOfSnake: 5.03, Max.LenOfSnake:  6.00 Time: 00:01:12 \n",
      "Ep.:     50, Loss: 3.202, Avg.Score: -27.00, Avg.LenOfSnake: 5.10, Max.LenOfSnake:  6.00 Time: 00:01:31 \n",
      "Ep.:     60, Loss: 5.572, Avg.Score: -18.00, Avg.LenOfSnake: 5.40, Max.LenOfSnake:  7.00 Time: 00:01:46 \n",
      "Ep.:     70, Loss: 6.686, Avg.Score: -14.00, Avg.LenOfSnake: 5.53, Max.LenOfSnake:  8.00 Time: 00:02:05 \n",
      "Ep.:     80, Loss: 9.235, Avg.Score: 4.00, Avg.LenOfSnake: 6.13, Max.LenOfSnake:  10.00 Time: 00:02:22 \n",
      "Ep.:     90, Loss: 6.334, Avg.Score: -16.00, Avg.LenOfSnake: 5.47, Max.LenOfSnake:  7.00 Time: 00:02:37 \n",
      "Ep.:    100, Loss: 6.445, Avg.Score: -20.00, Avg.LenOfSnake: 5.33, Max.LenOfSnake:  8.00 Time: 00:02:56 \n",
      "Ep.:    110, Loss: 7.339, Avg.Score: -15.00, Avg.LenOfSnake: 5.50, Max.LenOfSnake:  7.00 Time: 00:03:21 \n",
      "Ep.:    120, Loss: 6.811, Avg.Score: -11.00, Avg.LenOfSnake: 5.63, Max.LenOfSnake:  8.00 Time: 00:03:43 \n",
      "Ep.:    130, Loss: 9.675, Avg.Score: -9.00, Avg.LenOfSnake: 5.70, Max.LenOfSnake:  8.00 Time: 00:04:08 \n",
      "Ep.:    140, Loss: 9.460, Avg.Score: -8.00, Avg.LenOfSnake: 5.73, Max.LenOfSnake:  8.00 Time: 00:04:28 \n",
      "Ep.:    150, Loss: 9.217, Avg.Score: 0.00, Avg.LenOfSnake: 6.00, Max.LenOfSnake:  10.00 Time: 00:04:46 \n",
      "Ep.:    160, Loss: 10.725, Avg.Score: 1.00, Avg.LenOfSnake: 6.03, Max.LenOfSnake:  10.00 Time: 00:05:02 \n",
      "Ep.:    170, Loss: 7.715, Avg.Score: -10.00, Avg.LenOfSnake: 5.67, Max.LenOfSnake:  9.00 Time: 00:05:19 \n",
      "Ep.:    180, Loss: 8.073, Avg.Score: 1.00, Avg.LenOfSnake: 6.03, Max.LenOfSnake:  10.00 Time: 00:05:35 \n",
      "Ep.:    190, Loss: 7.072, Avg.Score: -3.00, Avg.LenOfSnake: 5.90, Max.LenOfSnake:  8.00 Time: 00:05:52 \n",
      "Ep.:    200, Loss: 10.095, Avg.Score: 5.00, Avg.LenOfSnake: 6.17, Max.LenOfSnake:  9.00 Time: 00:06:11 \n",
      "Ep.:    210, Loss: 10.116, Avg.Score: 17.00, Avg.LenOfSnake: 6.57, Max.LenOfSnake:  12.00 Time: 00:06:27 \n",
      "Ep.:    220, Loss: 7.624, Avg.Score: 9.00, Avg.LenOfSnake: 6.30, Max.LenOfSnake:  10.00 Time: 00:06:43 \n",
      "Ep.:    230, Loss: 8.387, Avg.Score: 40.00, Avg.LenOfSnake: 7.33, Max.LenOfSnake:  14.00 Time: 00:07:00 \n",
      "Ep.:    240, Loss: 8.512, Avg.Score: 10.00, Avg.LenOfSnake: 6.33, Max.LenOfSnake:  10.00 Time: 00:07:21 \n",
      "Ep.:    250, Loss: 8.602, Avg.Score: 4.00, Avg.LenOfSnake: 6.13, Max.LenOfSnake:  9.00 Time: 00:07:39 \n",
      "Ep.:    260, Loss: 10.068, Avg.Score: 21.00, Avg.LenOfSnake: 6.70, Max.LenOfSnake:  13.00 Time: 00:07:58 \n",
      "Ep.:    270, Loss: 7.147, Avg.Score: 8.00, Avg.LenOfSnake: 6.27, Max.LenOfSnake:  10.00 Time: 00:08:16 \n",
      "Ep.:    280, Loss: 9.112, Avg.Score: 19.00, Avg.LenOfSnake: 6.63, Max.LenOfSnake:  12.00 Time: 00:08:34 \n",
      "Ep.:    290, Loss: 7.013, Avg.Score: 1.00, Avg.LenOfSnake: 6.03, Max.LenOfSnake:  9.00 Time: 00:08:52 \n",
      "Ep.:    300, Loss: 9.266, Avg.Score: 11.00, Avg.LenOfSnake: 6.37, Max.LenOfSnake:  11.00 Time: 00:09:09 \n",
      "Ep.:    310, Loss: 8.498, Avg.Score: 7.00, Avg.LenOfSnake: 6.23, Max.LenOfSnake:  9.00 Time: 00:09:26 \n",
      "Ep.:    320, Loss: 8.056, Avg.Score: 8.00, Avg.LenOfSnake: 6.27, Max.LenOfSnake:  11.00 Time: 00:09:42 \n",
      "Ep.:    330, Loss: 7.352, Avg.Score: 9.00, Avg.LenOfSnake: 6.30, Max.LenOfSnake:  9.00 Time: 00:10:00 \n",
      "Ep.:    340, Loss: 10.121, Avg.Score: 40.00, Avg.LenOfSnake: 7.33, Max.LenOfSnake:  14.00 Time: 00:10:19 \n",
      "Ep.:    350, Loss: 9.471, Avg.Score: 5.00, Avg.LenOfSnake: 6.17, Max.LenOfSnake:  9.00 Time: 00:10:38 \n",
      "Ep.:    360, Loss: 10.025, Avg.Score: 10.00, Avg.LenOfSnake: 6.33, Max.LenOfSnake:  12.00 Time: 00:10:58 \n",
      "Ep.:    370, Loss: 9.122, Avg.Score: 26.00, Avg.LenOfSnake: 6.87, Max.LenOfSnake:  13.00 Time: 00:11:17 \n",
      "Ep.:    380, Loss: 10.195, Avg.Score: 31.00, Avg.LenOfSnake: 7.03, Max.LenOfSnake:  14.00 Time: 00:11:35 \n",
      "Ep.:    390, Loss: 9.636, Avg.Score: 20.00, Avg.LenOfSnake: 6.67, Max.LenOfSnake:  14.00 Time: 00:11:55 \n",
      "Ep.:    400, Loss: 9.686, Avg.Score: 2.00, Avg.LenOfSnake: 6.07, Max.LenOfSnake:  10.00 Time: 00:12:12 \n",
      "Ep.:    410, Loss: 10.260, Avg.Score: 20.00, Avg.LenOfSnake: 6.67, Max.LenOfSnake:  10.00 Time: 00:12:31 \n",
      "Ep.:    420, Loss: 9.699, Avg.Score: 13.00, Avg.LenOfSnake: 6.43, Max.LenOfSnake:  10.00 Time: 00:12:54 \n",
      "Ep.:    430, Loss: 11.798, Avg.Score: 15.00, Avg.LenOfSnake: 6.50, Max.LenOfSnake:  11.00 Time: 00:13:12 \n",
      "Ep.:    440, Loss: 9.446, Avg.Score: 12.00, Avg.LenOfSnake: 6.40, Max.LenOfSnake:  10.00 Time: 00:13:31 \n",
      "Ep.:    450, Loss: 10.983, Avg.Score: 15.00, Avg.LenOfSnake: 6.50, Max.LenOfSnake:  10.00 Time: 00:13:47 \n",
      "Ep.:    460, Loss: 10.117, Avg.Score: 24.00, Avg.LenOfSnake: 6.80, Max.LenOfSnake:  12.00 Time: 00:14:04 \n",
      "Ep.:    470, Loss: 9.113, Avg.Score: 27.00, Avg.LenOfSnake: 6.90, Max.LenOfSnake:  11.00 Time: 00:14:20 \n",
      "Ep.:    480, Loss: 9.213, Avg.Score: 20.00, Avg.LenOfSnake: 6.67, Max.LenOfSnake:  10.00 Time: 00:14:38 \n",
      "Ep.:    490, Loss: 10.429, Avg.Score: 11.00, Avg.LenOfSnake: 6.37, Max.LenOfSnake:  10.00 Time: 00:14:55 \n",
      "Ep.:    500, Loss: 10.761, Avg.Score: 11.00, Avg.LenOfSnake: 6.37, Max.LenOfSnake:  10.00 Time: 00:15:11 \n",
      "Ep.:    510, Loss: 8.314, Avg.Score: 13.00, Avg.LenOfSnake: 6.43, Max.LenOfSnake:  10.00 Time: 00:15:28 \n",
      "Ep.:    520, Loss: 9.382, Avg.Score: 16.00, Avg.LenOfSnake: 6.53, Max.LenOfSnake:  11.00 Time: 00:15:44 \n",
      "Ep.:    530, Loss: 8.296, Avg.Score: 5.00, Avg.LenOfSnake: 6.17, Max.LenOfSnake:  10.00 Time: 00:16:00 \n",
      "Ep.:    540, Loss: 7.918, Avg.Score: 18.00, Avg.LenOfSnake: 6.60, Max.LenOfSnake:  12.00 Time: 00:16:18 \n",
      "Ep.:    550, Loss: 8.830, Avg.Score: 11.00, Avg.LenOfSnake: 6.37, Max.LenOfSnake:  14.00 Time: 00:16:35 \n",
      "Ep.:    560, Loss: 9.686, Avg.Score: 31.00, Avg.LenOfSnake: 7.03, Max.LenOfSnake:  14.00 Time: 00:16:54 \n",
      "Ep.:    570, Loss: 11.394, Avg.Score: 25.00, Avg.LenOfSnake: 6.83, Max.LenOfSnake:  11.00 Time: 00:17:10 \n",
      "Ep.:    580, Loss: 11.712, Avg.Score: 48.00, Avg.LenOfSnake: 7.60, Max.LenOfSnake:  15.00 Time: 00:17:28 \n",
      "Ep.:    590, Loss: 9.145, Avg.Score: 38.00, Avg.LenOfSnake: 7.27, Max.LenOfSnake:  12.00 Time: 00:17:45 \n",
      "Ep.:    600, Loss: 10.294, Avg.Score: 38.00, Avg.LenOfSnake: 7.27, Max.LenOfSnake:  15.00 Time: 00:18:02 \n",
      "Ep.:    610, Loss: 8.819, Avg.Score: 12.00, Avg.LenOfSnake: 6.40, Max.LenOfSnake:  13.00 Time: 00:18:19 \n",
      "Ep.:    620, Loss: 11.841, Avg.Score: 35.00, Avg.LenOfSnake: 7.17, Max.LenOfSnake:  12.00 Time: 00:18:36 \n",
      "Ep.:    630, Loss: 10.900, Avg.Score: 17.00, Avg.LenOfSnake: 6.57, Max.LenOfSnake:  11.00 Time: 00:18:52 \n",
      "Ep.:    640, Loss: 10.174, Avg.Score: 43.00, Avg.LenOfSnake: 7.43, Max.LenOfSnake:  13.00 Time: 00:19:10 \n",
      "Ep.:    650, Loss: 8.928, Avg.Score: 33.00, Avg.LenOfSnake: 7.10, Max.LenOfSnake:  13.00 Time: 00:19:28 \n",
      "Ep.:    660, Loss: 9.902, Avg.Score: 48.00, Avg.LenOfSnake: 7.60, Max.LenOfSnake:  14.00 Time: 00:19:47 \n",
      "Ep.:    670, Loss: 9.630, Avg.Score: 22.00, Avg.LenOfSnake: 6.73, Max.LenOfSnake:  15.00 Time: 00:20:07 \n",
      "Ep.:    680, Loss: 12.395, Avg.Score: 56.00, Avg.LenOfSnake: 7.87, Max.LenOfSnake:  16.00 Time: 00:20:24 \n",
      "Ep.:    690, Loss: 11.445, Avg.Score: 31.00, Avg.LenOfSnake: 7.03, Max.LenOfSnake:  12.00 Time: 00:20:44 \n",
      "Ep.:    700, Loss: 8.801, Avg.Score: 34.00, Avg.LenOfSnake: 7.13, Max.LenOfSnake:  12.00 Time: 00:21:02 \n",
      "Ep.:    710, Loss: 11.846, Avg.Score: 29.00, Avg.LenOfSnake: 6.97, Max.LenOfSnake:  13.00 Time: 00:21:20 \n",
      "Ep.:    720, Loss: 11.106, Avg.Score: 31.00, Avg.LenOfSnake: 7.03, Max.LenOfSnake:  14.00 Time: 00:21:37 \n",
      "Ep.:    730, Loss: 11.530, Avg.Score: 41.00, Avg.LenOfSnake: 7.37, Max.LenOfSnake:  15.00 Time: 00:21:54 \n",
      "Ep.:    740, Loss: 10.820, Avg.Score: 74.00, Avg.LenOfSnake: 8.47, Max.LenOfSnake:  13.00 Time: 00:22:12 \n",
      "Ep.:    750, Loss: 11.068, Avg.Score: 52.00, Avg.LenOfSnake: 7.73, Max.LenOfSnake:  15.00 Time: 00:22:30 \n",
      "Ep.:    760, Loss: 11.427, Avg.Score: 76.00, Avg.LenOfSnake: 8.53, Max.LenOfSnake:  13.00 Time: 00:22:49 \n",
      "Ep.:    770, Loss: 10.771, Avg.Score: 38.00, Avg.LenOfSnake: 7.27, Max.LenOfSnake:  13.00 Time: 00:23:06 \n",
      "Ep.:    780, Loss: 13.160, Avg.Score: 40.00, Avg.LenOfSnake: 7.33, Max.LenOfSnake:  14.00 Time: 00:23:25 \n",
      "Ep.:    790, Loss: 12.005, Avg.Score: 32.00, Avg.LenOfSnake: 7.07, Max.LenOfSnake:  11.00 Time: 00:23:43 \n",
      "Ep.:    800, Loss: 11.006, Avg.Score: 82.00, Avg.LenOfSnake: 8.73, Max.LenOfSnake:  16.00 Time: 00:24:13 \n",
      "Ep.:    810, Loss: 10.553, Avg.Score: 65.00, Avg.LenOfSnake: 8.17, Max.LenOfSnake:  15.00 Time: 00:24:35 \n",
      "Ep.:    820, Loss: 10.941, Avg.Score: 19.00, Avg.LenOfSnake: 6.63, Max.LenOfSnake:  12.00 Time: 00:24:57 \n",
      "Ep.:    830, Loss: 11.820, Avg.Score: 48.00, Avg.LenOfSnake: 7.60, Max.LenOfSnake:  14.00 Time: 00:25:18 \n",
      "Ep.:    840, Loss: 10.080, Avg.Score: 47.00, Avg.LenOfSnake: 7.57, Max.LenOfSnake:  15.00 Time: 00:25:38 \n",
      "Ep.:    850, Loss: 9.577, Avg.Score: 56.00, Avg.LenOfSnake: 7.87, Max.LenOfSnake:  17.00 Time: 00:25:56 \n",
      "Ep.:    860, Loss: 10.148, Avg.Score: 40.00, Avg.LenOfSnake: 7.33, Max.LenOfSnake:  13.00 Time: 00:26:20 \n",
      "Ep.:    870, Loss: 11.564, Avg.Score: 66.00, Avg.LenOfSnake: 8.20, Max.LenOfSnake:  15.00 Time: 00:26:38 \n",
      "Ep.:    880, Loss: 10.461, Avg.Score: 50.00, Avg.LenOfSnake: 7.67, Max.LenOfSnake:  17.00 Time: 00:27:00 \n",
      "Ep.:    890, Loss: 10.410, Avg.Score: 79.00, Avg.LenOfSnake: 8.63, Max.LenOfSnake:  16.00 Time: 00:27:20 \n",
      "Ep.:    900, Loss: 13.000, Avg.Score: 52.00, Avg.LenOfSnake: 7.73, Max.LenOfSnake:  16.00 Time: 00:27:39 \n",
      "Ep.:    910, Loss: 10.874, Avg.Score: 49.00, Avg.LenOfSnake: 7.63, Max.LenOfSnake:  13.00 Time: 00:27:58 \n",
      "Ep.:    920, Loss: 8.891, Avg.Score: 40.00, Avg.LenOfSnake: 7.33, Max.LenOfSnake:  12.00 Time: 00:28:17 \n",
      "Ep.:    930, Loss: 10.353, Avg.Score: 77.00, Avg.LenOfSnake: 8.57, Max.LenOfSnake:  16.00 Time: 00:28:42 \n",
      "Ep.:    940, Loss: 10.983, Avg.Score: 75.00, Avg.LenOfSnake: 8.50, Max.LenOfSnake:  14.00 Time: 00:29:03 \n",
      "Ep.:    950, Loss: 10.417, Avg.Score: 62.00, Avg.LenOfSnake: 8.07, Max.LenOfSnake:  14.00 Time: 00:29:24 \n",
      "Ep.:    960, Loss: 10.376, Avg.Score: 56.00, Avg.LenOfSnake: 7.87, Max.LenOfSnake:  14.00 Time: 00:29:44 \n",
      "Ep.:    970, Loss: 10.887, Avg.Score: 73.00, Avg.LenOfSnake: 8.43, Max.LenOfSnake:  16.00 Time: 00:30:03 \n",
      "Ep.:    980, Loss: 10.363, Avg.Score: 73.00, Avg.LenOfSnake: 8.43, Max.LenOfSnake:  23.00 Time: 00:30:24 \n",
      "Ep.:    990, Loss: 12.371, Avg.Score: 69.00, Avg.LenOfSnake: 8.30, Max.LenOfSnake:  19.00 Time: 00:30:47 \n",
      "Ep.:   1000, Loss: 11.120, Avg.Score: 76.00, Avg.LenOfSnake: 8.53, Max.LenOfSnake:  18.00 Time: 00:31:09 \n",
      "Ep.:   1010, Loss: 9.711, Avg.Score: 67.00, Avg.LenOfSnake: 8.23, Max.LenOfSnake:  15.00 Time: 00:31:31 \n",
      "Ep.:   1020, Loss: 9.447, Avg.Score: 70.00, Avg.LenOfSnake: 8.33, Max.LenOfSnake:  16.00 Time: 00:31:53 \n",
      "Ep.:   1030, Loss: 10.944, Avg.Score: 70.00, Avg.LenOfSnake: 8.33, Max.LenOfSnake:  17.00 Time: 00:32:19 \n",
      "Ep.:   1040, Loss: 10.264, Avg.Score: 29.00, Avg.LenOfSnake: 6.97, Max.LenOfSnake:  11.00 Time: 00:32:47 \n",
      "Ep.:   1050, Loss: 11.837, Avg.Score: 61.00, Avg.LenOfSnake: 8.03, Max.LenOfSnake:  13.00 Time: 00:33:09 \n",
      "Ep.:   1060, Loss: 10.507, Avg.Score: 64.00, Avg.LenOfSnake: 8.13, Max.LenOfSnake:  14.00 Time: 00:33:31 \n",
      "Ep.:   1070, Loss: 11.742, Avg.Score: 64.00, Avg.LenOfSnake: 8.13, Max.LenOfSnake:  20.00 Time: 00:33:52 \n",
      "Ep.:   1080, Loss: 9.887, Avg.Score: 63.00, Avg.LenOfSnake: 8.10, Max.LenOfSnake:  18.00 Time: 00:34:12 \n",
      "Ep.:   1090, Loss: 9.994, Avg.Score: 54.00, Avg.LenOfSnake: 7.80, Max.LenOfSnake:  14.00 Time: 00:34:34 \n",
      "Ep.:   1100, Loss: 8.816, Avg.Score: 62.00, Avg.LenOfSnake: 8.07, Max.LenOfSnake:  18.00 Time: 00:34:55 \n",
      "Ep.:   1110, Loss: 10.380, Avg.Score: 71.00, Avg.LenOfSnake: 8.37, Max.LenOfSnake:  20.00 Time: 00:35:17 \n",
      "Ep.:   1120, Loss: 10.199, Avg.Score: 90.00, Avg.LenOfSnake: 9.00, Max.LenOfSnake:  15.00 Time: 00:35:39 \n",
      "Ep.:   1130, Loss: 9.297, Avg.Score: 73.00, Avg.LenOfSnake: 8.43, Max.LenOfSnake:  16.00 Time: 00:35:59 \n",
      "Ep.:   1140, Loss: 11.742, Avg.Score: 69.00, Avg.LenOfSnake: 8.30, Max.LenOfSnake:  16.00 Time: 00:36:18 \n",
      "Ep.:   1150, Loss: 10.828, Avg.Score: 64.00, Avg.LenOfSnake: 8.13, Max.LenOfSnake:  15.00 Time: 00:36:38 \n",
      "Ep.:   1160, Loss: 9.786, Avg.Score: 55.00, Avg.LenOfSnake: 7.83, Max.LenOfSnake:  15.00 Time: 00:36:58 \n",
      "Ep.:   1170, Loss: 12.411, Avg.Score: 91.00, Avg.LenOfSnake: 9.03, Max.LenOfSnake:  20.00 Time: 00:37:20 \n",
      "Ep.:   1180, Loss: 9.911, Avg.Score: 69.00, Avg.LenOfSnake: 8.30, Max.LenOfSnake:  16.00 Time: 00:37:42 \n",
      "Ep.:   1190, Loss: 12.934, Avg.Score: 79.00, Avg.LenOfSnake: 8.63, Max.LenOfSnake:  18.00 Time: 00:38:04 \n",
      "Ep.:   1200, Loss: 10.445, Avg.Score: 59.00, Avg.LenOfSnake: 7.97, Max.LenOfSnake:  19.00 Time: 00:38:26 \n",
      "Ep.:   1210, Loss: 10.746, Avg.Score: 59.00, Avg.LenOfSnake: 7.97, Max.LenOfSnake:  13.00 Time: 00:38:48 \n",
      "Ep.:   1220, Loss: 11.547, Avg.Score: 66.00, Avg.LenOfSnake: 8.20, Max.LenOfSnake:  13.00 Time: 00:39:09 \n",
      "Ep.:   1230, Loss: 11.031, Avg.Score: 86.00, Avg.LenOfSnake: 8.87, Max.LenOfSnake:  17.00 Time: 00:39:32 \n",
      "Ep.:   1240, Loss: 11.461, Avg.Score: 57.00, Avg.LenOfSnake: 7.90, Max.LenOfSnake:  16.00 Time: 00:39:53 \n",
      "Ep.:   1250, Loss: 10.548, Avg.Score: 56.00, Avg.LenOfSnake: 7.87, Max.LenOfSnake:  16.00 Time: 00:40:13 \n",
      "Ep.:   1260, Loss: 10.048, Avg.Score: 64.00, Avg.LenOfSnake: 8.13, Max.LenOfSnake:  15.00 Time: 00:40:33 \n",
      "Ep.:   1270, Loss: 9.583, Avg.Score: 90.00, Avg.LenOfSnake: 9.00, Max.LenOfSnake:  18.00 Time: 00:40:53 \n",
      "Ep.:   1280, Loss: 10.270, Avg.Score: 33.00, Avg.LenOfSnake: 7.10, Max.LenOfSnake:  14.00 Time: 00:41:12 \n",
      "Ep.:   1290, Loss: 11.657, Avg.Score: 103.00, Avg.LenOfSnake: 9.43, Max.LenOfSnake:  19.00 Time: 00:41:35 \n",
      "Ep.:   1300, Loss: 10.112, Avg.Score: 102.00, Avg.LenOfSnake: 9.40, Max.LenOfSnake:  18.00 Time: 00:41:55 \n",
      "Ep.:   1310, Loss: 11.266, Avg.Score: 79.00, Avg.LenOfSnake: 8.63, Max.LenOfSnake:  16.00 Time: 00:42:15 \n",
      "Ep.:   1320, Loss: 11.299, Avg.Score: 100.00, Avg.LenOfSnake: 9.33, Max.LenOfSnake:  14.00 Time: 00:42:35 \n",
      "Ep.:   1330, Loss: 10.430, Avg.Score: 82.00, Avg.LenOfSnake: 8.73, Max.LenOfSnake:  22.00 Time: 00:42:57 \n",
      "Ep.:   1340, Loss: 11.049, Avg.Score: 76.00, Avg.LenOfSnake: 8.53, Max.LenOfSnake:  17.00 Time: 00:43:18 \n",
      "Ep.:   1350, Loss: 12.250, Avg.Score: 70.00, Avg.LenOfSnake: 8.33, Max.LenOfSnake:  20.00 Time: 00:43:38 \n",
      "Ep.:   1360, Loss: 9.491, Avg.Score: 93.00, Avg.LenOfSnake: 9.10, Max.LenOfSnake:  19.00 Time: 00:43:59 \n",
      "Ep.:   1370, Loss: 9.620, Avg.Score: 88.00, Avg.LenOfSnake: 8.93, Max.LenOfSnake:  23.00 Time: 00:44:20 \n",
      "Ep.:   1380, Loss: 11.456, Avg.Score: 97.00, Avg.LenOfSnake: 9.23, Max.LenOfSnake:  16.00 Time: 00:44:40 \n",
      "Ep.:   1390, Loss: 10.590, Avg.Score: 71.00, Avg.LenOfSnake: 8.37, Max.LenOfSnake:  13.00 Time: 00:45:00 \n",
      "Ep.:   1400, Loss: 10.949, Avg.Score: 84.00, Avg.LenOfSnake: 8.80, Max.LenOfSnake:  24.00 Time: 00:45:22 \n",
      "Ep.:   1410, Loss: 9.744, Avg.Score: 71.00, Avg.LenOfSnake: 8.37, Max.LenOfSnake:  16.00 Time: 00:45:43 \n",
      "Ep.:   1420, Loss: 10.675, Avg.Score: 107.00, Avg.LenOfSnake: 9.57, Max.LenOfSnake:  26.00 Time: 00:46:04 \n",
      "Ep.:   1430, Loss: 10.219, Avg.Score: 56.00, Avg.LenOfSnake: 7.87, Max.LenOfSnake:  14.00 Time: 00:46:23 \n",
      "Ep.:   1440, Loss: 11.422, Avg.Score: 76.00, Avg.LenOfSnake: 8.53, Max.LenOfSnake:  17.00 Time: 00:46:44 \n",
      "Ep.:   1450, Loss: 8.866, Avg.Score: 61.00, Avg.LenOfSnake: 8.03, Max.LenOfSnake:  13.00 Time: 00:47:04 \n",
      "Ep.:   1460, Loss: 9.552, Avg.Score: 73.00, Avg.LenOfSnake: 8.43, Max.LenOfSnake:  17.00 Time: 00:47:24 \n",
      "Ep.:   1470, Loss: 11.108, Avg.Score: 87.00, Avg.LenOfSnake: 8.90, Max.LenOfSnake:  15.00 Time: 00:47:44 \n",
      "Ep.:   1480, Loss: 10.662, Avg.Score: 63.00, Avg.LenOfSnake: 8.10, Max.LenOfSnake:  15.00 Time: 00:48:05 \n",
      "Ep.:   1490, Loss: 10.273, Avg.Score: 50.00, Avg.LenOfSnake: 7.67, Max.LenOfSnake:  19.00 Time: 00:48:25 \n",
      "Ep.:   1500, Loss: 12.470, Avg.Score: 69.00, Avg.LenOfSnake: 8.30, Max.LenOfSnake:  15.00 Time: 00:48:46 \n",
      "Ep.:   1510, Loss: 9.611, Avg.Score: 119.00, Avg.LenOfSnake: 9.97, Max.LenOfSnake:  16.00 Time: 00:49:08 \n",
      "Ep.:   1520, Loss: 9.839, Avg.Score: 92.00, Avg.LenOfSnake: 9.07, Max.LenOfSnake:  16.00 Time: 00:49:31 \n",
      "Ep.:   1530, Loss: 9.203, Avg.Score: 118.00, Avg.LenOfSnake: 9.93, Max.LenOfSnake:  18.00 Time: 00:49:52 \n",
      "Ep.:   1540, Loss: 11.338, Avg.Score: 76.00, Avg.LenOfSnake: 8.53, Max.LenOfSnake:  18.00 Time: 00:50:12 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:   1550, Loss: 10.406, Avg.Score: 99.00, Avg.LenOfSnake: 9.30, Max.LenOfSnake:  21.00 Time: 00:50:33 \n",
      "Ep.:   1560, Loss: 11.272, Avg.Score: 128.00, Avg.LenOfSnake: 10.27, Max.LenOfSnake:  22.00 Time: 00:50:55 \n",
      "Ep.:   1570, Loss: 11.489, Avg.Score: 112.00, Avg.LenOfSnake: 9.73, Max.LenOfSnake:  20.00 Time: 00:51:16 \n",
      "Ep.:   1580, Loss: 11.398, Avg.Score: 103.00, Avg.LenOfSnake: 9.43, Max.LenOfSnake:  18.00 Time: 00:51:37 \n",
      "Ep.:   1590, Loss: 9.850, Avg.Score: 85.00, Avg.LenOfSnake: 8.83, Max.LenOfSnake:  14.00 Time: 00:51:59 \n",
      "Ep.:   1600, Loss: 11.613, Avg.Score: 100.00, Avg.LenOfSnake: 9.33, Max.LenOfSnake:  23.00 Time: 00:52:20 \n",
      "Ep.:   1610, Loss: 9.314, Avg.Score: 97.00, Avg.LenOfSnake: 9.23, Max.LenOfSnake:  20.00 Time: 00:52:41 \n",
      "Ep.:   1620, Loss: 9.793, Avg.Score: 67.00, Avg.LenOfSnake: 8.23, Max.LenOfSnake:  13.00 Time: 00:53:02 \n",
      "Ep.:   1630, Loss: 12.120, Avg.Score: 98.00, Avg.LenOfSnake: 9.27, Max.LenOfSnake:  20.00 Time: 00:53:22 \n",
      "Ep.:   1640, Loss: 9.671, Avg.Score: 53.00, Avg.LenOfSnake: 7.77, Max.LenOfSnake:  12.00 Time: 00:53:44 \n",
      "Ep.:   1650, Loss: 9.702, Avg.Score: 76.00, Avg.LenOfSnake: 8.53, Max.LenOfSnake:  16.00 Time: 00:54:03 \n",
      "Ep.:   1660, Loss: 8.971, Avg.Score: 80.00, Avg.LenOfSnake: 8.67, Max.LenOfSnake:  20.00 Time: 00:54:24 \n",
      "Ep.:   1670, Loss: 11.719, Avg.Score: 108.00, Avg.LenOfSnake: 9.60, Max.LenOfSnake:  22.00 Time: 00:54:46 \n",
      "Ep.:   1680, Loss: 11.636, Avg.Score: 99.00, Avg.LenOfSnake: 9.30, Max.LenOfSnake:  17.00 Time: 00:55:08 \n",
      "Ep.:   1690, Loss: 10.800, Avg.Score: 84.00, Avg.LenOfSnake: 8.80, Max.LenOfSnake:  16.00 Time: 00:55:28 \n",
      "Ep.:   1700, Loss: 9.353, Avg.Score: 73.00, Avg.LenOfSnake: 8.43, Max.LenOfSnake:  19.00 Time: 00:55:47 \n",
      "Ep.:   1710, Loss: 9.888, Avg.Score: 117.00, Avg.LenOfSnake: 9.90, Max.LenOfSnake:  21.00 Time: 00:56:08 \n",
      "Ep.:   1720, Loss: 9.926, Avg.Score: 69.00, Avg.LenOfSnake: 8.30, Max.LenOfSnake:  15.00 Time: 00:56:30 \n",
      "Ep.:   1730, Loss: 10.463, Avg.Score: 121.00, Avg.LenOfSnake: 10.03, Max.LenOfSnake:  20.00 Time: 00:56:50 \n",
      "Ep.:   1740, Loss: 11.130, Avg.Score: 122.00, Avg.LenOfSnake: 10.07, Max.LenOfSnake:  21.00 Time: 00:57:11 \n",
      "Ep.:   1750, Loss: 11.583, Avg.Score: 57.00, Avg.LenOfSnake: 7.90, Max.LenOfSnake:  13.00 Time: 00:57:31 \n",
      "Ep.:   1760, Loss: 10.450, Avg.Score: 86.00, Avg.LenOfSnake: 8.87, Max.LenOfSnake:  16.00 Time: 00:57:52 \n",
      "Ep.:   1770, Loss: 9.701, Avg.Score: 50.00, Avg.LenOfSnake: 7.67, Max.LenOfSnake:  13.00 Time: 00:58:11 \n",
      "Ep.:   1780, Loss: 9.041, Avg.Score: 57.00, Avg.LenOfSnake: 7.90, Max.LenOfSnake:  14.00 Time: 00:58:30 \n",
      "Ep.:   1790, Loss: 11.088, Avg.Score: 79.00, Avg.LenOfSnake: 8.63, Max.LenOfSnake:  17.00 Time: 00:58:50 \n",
      "Ep.:   1800, Loss: 10.954, Avg.Score: 92.00, Avg.LenOfSnake: 9.07, Max.LenOfSnake:  22.00 Time: 00:59:10 \n",
      "Ep.:   1810, Loss: 10.677, Avg.Score: 89.00, Avg.LenOfSnake: 8.97, Max.LenOfSnake:  17.00 Time: 00:59:30 \n",
      "Ep.:   1820, Loss: 10.166, Avg.Score: 64.00, Avg.LenOfSnake: 8.13, Max.LenOfSnake:  19.00 Time: 00:59:49 \n",
      "Ep.:   1830, Loss: 8.816, Avg.Score: 72.00, Avg.LenOfSnake: 8.40, Max.LenOfSnake:  14.00 Time: 01:00:10 \n",
      "Ep.:   1840, Loss: 10.419, Avg.Score: 90.00, Avg.LenOfSnake: 9.00, Max.LenOfSnake:  15.00 Time: 01:00:31 \n",
      "Ep.:   1850, Loss: 8.964, Avg.Score: 63.00, Avg.LenOfSnake: 8.10, Max.LenOfSnake:  16.00 Time: 01:00:51 \n",
      "Ep.:   1860, Loss: 9.811, Avg.Score: 47.00, Avg.LenOfSnake: 7.57, Max.LenOfSnake:  15.00 Time: 01:01:11 \n",
      "Ep.:   1870, Loss: 11.116, Avg.Score: 104.00, Avg.LenOfSnake: 9.47, Max.LenOfSnake:  16.00 Time: 01:01:32 \n",
      "Ep.:   1880, Loss: 10.432, Avg.Score: 70.00, Avg.LenOfSnake: 8.33, Max.LenOfSnake:  14.00 Time: 01:01:52 \n",
      "Ep.:   1890, Loss: 11.586, Avg.Score: 77.00, Avg.LenOfSnake: 8.57, Max.LenOfSnake:  14.00 Time: 01:02:12 \n",
      "Ep.:   1900, Loss: 10.544, Avg.Score: 120.00, Avg.LenOfSnake: 10.00, Max.LenOfSnake:  21.00 Time: 01:02:32 \n",
      "Ep.:   1910, Loss: 9.915, Avg.Score: 77.00, Avg.LenOfSnake: 8.57, Max.LenOfSnake:  20.00 Time: 01:02:52 \n",
      "Ep.:   1920, Loss: 11.066, Avg.Score: 107.00, Avg.LenOfSnake: 9.57, Max.LenOfSnake:  24.00 Time: 01:03:11 \n",
      "Ep.:   1930, Loss: 10.695, Avg.Score: 75.00, Avg.LenOfSnake: 8.50, Max.LenOfSnake:  16.00 Time: 01:03:32 \n",
      "Ep.:   1940, Loss: 10.061, Avg.Score: 90.00, Avg.LenOfSnake: 9.00, Max.LenOfSnake:  18.00 Time: 01:03:53 \n",
      "Ep.:   1950, Loss: 9.186, Avg.Score: 71.00, Avg.LenOfSnake: 8.37, Max.LenOfSnake:  20.00 Time: 01:04:13 \n",
      "Ep.:   1960, Loss: 11.461, Avg.Score: 97.00, Avg.LenOfSnake: 9.23, Max.LenOfSnake:  15.00 Time: 01:04:33 \n",
      "Ep.:   1970, Loss: 10.418, Avg.Score: 63.00, Avg.LenOfSnake: 8.10, Max.LenOfSnake:  17.00 Time: 01:04:53 \n",
      "Ep.:   1980, Loss: 10.343, Avg.Score: 72.00, Avg.LenOfSnake: 8.40, Max.LenOfSnake:  20.00 Time: 01:05:13 \n",
      "Ep.:   1990, Loss: 11.636, Avg.Score: 89.00, Avg.LenOfSnake: 8.97, Max.LenOfSnake:  17.00 Time: 01:05:34 \n",
      "Ep.:   2000, Loss: 10.380, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  25.00 Time: 01:05:56 \n",
      "Ep.:   2010, Loss: 9.838, Avg.Score: 65.00, Avg.LenOfSnake: 8.17, Max.LenOfSnake:  20.00 Time: 01:06:17 \n",
      "Ep.:   2020, Loss: 11.634, Avg.Score: 93.00, Avg.LenOfSnake: 9.10, Max.LenOfSnake:  19.00 Time: 01:06:36 \n",
      "Ep.:   2030, Loss: 10.941, Avg.Score: 110.00, Avg.LenOfSnake: 9.67, Max.LenOfSnake:  17.00 Time: 01:06:57 \n",
      "Ep.:   2040, Loss: 11.982, Avg.Score: 83.00, Avg.LenOfSnake: 8.77, Max.LenOfSnake:  18.00 Time: 01:07:19 \n",
      "Ep.:   2050, Loss: 10.524, Avg.Score: 96.00, Avg.LenOfSnake: 9.20, Max.LenOfSnake:  20.00 Time: 01:07:41 \n",
      "Ep.:   2060, Loss: 10.260, Avg.Score: 81.00, Avg.LenOfSnake: 8.70, Max.LenOfSnake:  19.00 Time: 01:08:01 \n",
      "Ep.:   2070, Loss: 9.525, Avg.Score: 73.00, Avg.LenOfSnake: 8.43, Max.LenOfSnake:  15.00 Time: 01:08:21 \n",
      "Ep.:   2080, Loss: 9.305, Avg.Score: 55.00, Avg.LenOfSnake: 7.83, Max.LenOfSnake:  12.00 Time: 01:08:42 \n",
      "Ep.:   2090, Loss: 10.291, Avg.Score: 104.00, Avg.LenOfSnake: 9.47, Max.LenOfSnake:  22.00 Time: 01:09:04 \n",
      "Ep.:   2100, Loss: 11.348, Avg.Score: 62.00, Avg.LenOfSnake: 8.07, Max.LenOfSnake:  16.00 Time: 01:09:24 \n",
      "Ep.:   2110, Loss: 10.878, Avg.Score: 99.00, Avg.LenOfSnake: 9.30, Max.LenOfSnake:  17.00 Time: 01:09:45 \n",
      "Ep.:   2120, Loss: 10.273, Avg.Score: 105.00, Avg.LenOfSnake: 9.50, Max.LenOfSnake:  21.00 Time: 01:10:05 \n",
      "Ep.:   2130, Loss: 11.885, Avg.Score: 100.00, Avg.LenOfSnake: 9.33, Max.LenOfSnake:  16.00 Time: 01:10:25 \n",
      "Ep.:   2140, Loss: 9.428, Avg.Score: 69.00, Avg.LenOfSnake: 8.30, Max.LenOfSnake:  18.00 Time: 01:10:45 \n",
      "Ep.:   2150, Loss: 9.852, Avg.Score: 125.00, Avg.LenOfSnake: 10.17, Max.LenOfSnake:  20.00 Time: 01:11:07 \n",
      "Ep.:   2160, Loss: 10.889, Avg.Score: 92.00, Avg.LenOfSnake: 9.07, Max.LenOfSnake:  15.00 Time: 01:11:28 \n",
      "Ep.:   2170, Loss: 11.919, Avg.Score: 75.00, Avg.LenOfSnake: 8.50, Max.LenOfSnake:  17.00 Time: 01:11:51 \n",
      "Ep.:   2180, Loss: 10.756, Avg.Score: 43.00, Avg.LenOfSnake: 7.43, Max.LenOfSnake:  13.00 Time: 01:12:11 \n",
      "Ep.:   2190, Loss: 10.653, Avg.Score: 103.00, Avg.LenOfSnake: 9.43, Max.LenOfSnake:  20.00 Time: 01:12:32 \n",
      "Ep.:   2200, Loss: 9.369, Avg.Score: 49.00, Avg.LenOfSnake: 7.63, Max.LenOfSnake:  15.00 Time: 01:12:53 \n",
      "Ep.:   2210, Loss: 8.985, Avg.Score: 65.00, Avg.LenOfSnake: 8.17, Max.LenOfSnake:  17.00 Time: 01:13:15 \n",
      "Ep.:   2220, Loss: 10.301, Avg.Score: 89.00, Avg.LenOfSnake: 8.97, Max.LenOfSnake:  17.00 Time: 01:13:37 \n",
      "Ep.:   2230, Loss: 11.345, Avg.Score: 87.00, Avg.LenOfSnake: 8.90, Max.LenOfSnake:  20.00 Time: 01:13:58 \n",
      "Ep.:   2240, Loss: 10.320, Avg.Score: 94.00, Avg.LenOfSnake: 9.13, Max.LenOfSnake:  16.00 Time: 01:14:19 \n",
      "Ep.:   2250, Loss: 9.317, Avg.Score: 68.00, Avg.LenOfSnake: 8.27, Max.LenOfSnake:  16.00 Time: 01:14:41 \n",
      "Ep.:   2260, Loss: 10.529, Avg.Score: 137.00, Avg.LenOfSnake: 10.57, Max.LenOfSnake:  23.00 Time: 01:15:03 \n",
      "Ep.:   2270, Loss: 10.715, Avg.Score: 122.00, Avg.LenOfSnake: 10.07, Max.LenOfSnake:  15.00 Time: 01:15:26 \n",
      "Ep.:   2280, Loss: 10.093, Avg.Score: 84.00, Avg.LenOfSnake: 8.80, Max.LenOfSnake:  20.00 Time: 01:15:48 \n",
      "Ep.:   2290, Loss: 11.465, Avg.Score: 95.00, Avg.LenOfSnake: 9.17, Max.LenOfSnake:  17.00 Time: 01:16:09 \n",
      "Ep.:   2300, Loss: 9.203, Avg.Score: 95.00, Avg.LenOfSnake: 9.17, Max.LenOfSnake:  16.00 Time: 01:16:31 \n",
      "Ep.:   2310, Loss: 9.981, Avg.Score: 84.00, Avg.LenOfSnake: 8.80, Max.LenOfSnake:  20.00 Time: 01:16:52 \n",
      "Ep.:   2320, Loss: 9.849, Avg.Score: 95.00, Avg.LenOfSnake: 9.17, Max.LenOfSnake:  20.00 Time: 01:17:13 \n",
      "Ep.:   2330, Loss: 9.803, Avg.Score: 61.00, Avg.LenOfSnake: 8.03, Max.LenOfSnake:  16.00 Time: 01:17:34 \n",
      "Ep.:   2340, Loss: 10.190, Avg.Score: 54.00, Avg.LenOfSnake: 7.80, Max.LenOfSnake:  15.00 Time: 01:17:55 \n",
      "Ep.:   2350, Loss: 11.221, Avg.Score: 57.00, Avg.LenOfSnake: 7.90, Max.LenOfSnake:  15.00 Time: 01:18:16 \n",
      "Ep.:   2360, Loss: 10.343, Avg.Score: 94.00, Avg.LenOfSnake: 9.13, Max.LenOfSnake:  16.00 Time: 01:18:38 \n",
      "Ep.:   2370, Loss: 9.770, Avg.Score: 73.00, Avg.LenOfSnake: 8.43, Max.LenOfSnake:  16.00 Time: 01:18:59 \n",
      "Ep.:   2380, Loss: 11.022, Avg.Score: 87.00, Avg.LenOfSnake: 8.90, Max.LenOfSnake:  18.00 Time: 01:19:20 \n",
      "Ep.:   2390, Loss: 8.472, Avg.Score: 131.00, Avg.LenOfSnake: 10.37, Max.LenOfSnake:  23.00 Time: 01:19:43 \n",
      "Ep.:   2400, Loss: 12.395, Avg.Score: 131.00, Avg.LenOfSnake: 10.37, Max.LenOfSnake:  23.00 Time: 01:20:07 \n",
      "Ep.:   2410, Loss: 10.765, Avg.Score: 133.00, Avg.LenOfSnake: 10.43, Max.LenOfSnake:  21.00 Time: 01:20:31 \n",
      "Ep.:   2420, Loss: 11.202, Avg.Score: 131.00, Avg.LenOfSnake: 10.37, Max.LenOfSnake:  20.00 Time: 01:20:56 \n",
      "Ep.:   2430, Loss: 10.233, Avg.Score: 91.00, Avg.LenOfSnake: 9.03, Max.LenOfSnake:  20.00 Time: 01:21:19 \n",
      "Ep.:   2440, Loss: 10.033, Avg.Score: 95.00, Avg.LenOfSnake: 9.17, Max.LenOfSnake:  17.00 Time: 01:21:40 \n",
      "Ep.:   2450, Loss: 9.456, Avg.Score: 84.00, Avg.LenOfSnake: 8.80, Max.LenOfSnake:  16.00 Time: 01:22:18 \n",
      "Ep.:   2460, Loss: 10.856, Avg.Score: 101.00, Avg.LenOfSnake: 9.37, Max.LenOfSnake:  14.00 Time: 01:22:57 \n",
      "Ep.:   2470, Loss: 10.482, Avg.Score: 79.00, Avg.LenOfSnake: 8.63, Max.LenOfSnake:  19.00 Time: 01:23:33 \n",
      "Ep.:   2480, Loss: 10.916, Avg.Score: 104.00, Avg.LenOfSnake: 9.47, Max.LenOfSnake:  18.00 Time: 01:24:21 \n",
      "Ep.:   2490, Loss: 10.815, Avg.Score: 107.00, Avg.LenOfSnake: 9.57, Max.LenOfSnake:  19.00 Time: 01:25:04 \n",
      "Ep.:   2500, Loss: 10.168, Avg.Score: 89.00, Avg.LenOfSnake: 8.97, Max.LenOfSnake:  16.00 Time: 01:25:42 \n",
      "Ep.:   2510, Loss: 10.970, Avg.Score: 141.00, Avg.LenOfSnake: 10.70, Max.LenOfSnake:  20.00 Time: 01:26:46 \n",
      "Ep.:   2520, Loss: 10.383, Avg.Score: 117.00, Avg.LenOfSnake: 9.90, Max.LenOfSnake:  18.00 Time: 01:27:29 \n",
      "Ep.:   2530, Loss: 9.387, Avg.Score: 105.00, Avg.LenOfSnake: 9.50, Max.LenOfSnake:  18.00 Time: 01:28:10 \n",
      "Ep.:   2540, Loss: 11.435, Avg.Score: 86.00, Avg.LenOfSnake: 8.87, Max.LenOfSnake:  18.00 Time: 01:28:51 \n",
      "Ep.:   2550, Loss: 9.083, Avg.Score: 81.00, Avg.LenOfSnake: 8.70, Max.LenOfSnake:  19.00 Time: 01:29:23 \n",
      "Ep.:   2560, Loss: 10.604, Avg.Score: 90.00, Avg.LenOfSnake: 9.00, Max.LenOfSnake:  21.00 Time: 01:30:05 \n",
      "Ep.:   2570, Loss: 10.101, Avg.Score: 105.00, Avg.LenOfSnake: 9.50, Max.LenOfSnake:  17.00 Time: 01:30:40 \n",
      "Ep.:   2580, Loss: 11.679, Avg.Score: 123.00, Avg.LenOfSnake: 10.10, Max.LenOfSnake:  16.00 Time: 01:31:09 \n",
      "Ep.:   2590, Loss: 9.198, Avg.Score: 106.00, Avg.LenOfSnake: 9.53, Max.LenOfSnake:  15.00 Time: 01:31:48 \n",
      "Ep.:   2600, Loss: 9.934, Avg.Score: 117.00, Avg.LenOfSnake: 9.90, Max.LenOfSnake:  20.00 Time: 01:32:31 \n",
      "Ep.:   2610, Loss: 9.862, Avg.Score: 57.00, Avg.LenOfSnake: 7.90, Max.LenOfSnake:  15.00 Time: 01:33:08 \n",
      "Ep.:   2620, Loss: 9.721, Avg.Score: 85.00, Avg.LenOfSnake: 8.83, Max.LenOfSnake:  14.00 Time: 01:33:47 \n",
      "Ep.:   2630, Loss: 10.696, Avg.Score: 127.00, Avg.LenOfSnake: 10.23, Max.LenOfSnake:  20.00 Time: 01:34:25 \n",
      "Ep.:   2640, Loss: 11.182, Avg.Score: 83.00, Avg.LenOfSnake: 8.77, Max.LenOfSnake:  15.00 Time: 01:35:04 \n",
      "Ep.:   2650, Loss: 11.077, Avg.Score: 171.00, Avg.LenOfSnake: 11.70, Max.LenOfSnake:  24.00 Time: 01:35:45 \n",
      "Ep.:   2660, Loss: 11.100, Avg.Score: 85.00, Avg.LenOfSnake: 8.83, Max.LenOfSnake:  16.00 Time: 01:36:25 \n",
      "Ep.:   2670, Loss: 10.163, Avg.Score: 113.00, Avg.LenOfSnake: 9.77, Max.LenOfSnake:  17.00 Time: 01:37:11 \n",
      "Ep.:   2680, Loss: 11.204, Avg.Score: 105.00, Avg.LenOfSnake: 9.50, Max.LenOfSnake:  18.00 Time: 01:37:52 \n",
      "Ep.:   2690, Loss: 8.586, Avg.Score: 84.00, Avg.LenOfSnake: 8.80, Max.LenOfSnake:  17.00 Time: 01:38:28 \n",
      "Ep.:   2700, Loss: 9.718, Avg.Score: 102.00, Avg.LenOfSnake: 9.40, Max.LenOfSnake:  20.00 Time: 01:39:05 \n",
      "Ep.:   2710, Loss: 10.453, Avg.Score: 117.00, Avg.LenOfSnake: 9.90, Max.LenOfSnake:  17.00 Time: 01:39:36 \n",
      "Ep.:   2720, Loss: 10.778, Avg.Score: 92.00, Avg.LenOfSnake: 9.07, Max.LenOfSnake:  18.00 Time: 01:40:27 \n",
      "Ep.:   2730, Loss: 10.189, Avg.Score: 87.00, Avg.LenOfSnake: 8.90, Max.LenOfSnake:  16.00 Time: 01:40:51 \n",
      "Ep.:   2740, Loss: 11.039, Avg.Score: 98.00, Avg.LenOfSnake: 9.27, Max.LenOfSnake:  18.00 Time: 01:41:14 \n",
      "Ep.:   2750, Loss: 9.322, Avg.Score: 84.00, Avg.LenOfSnake: 8.80, Max.LenOfSnake:  17.00 Time: 01:41:38 \n",
      "Ep.:   2760, Loss: 10.582, Avg.Score: 114.00, Avg.LenOfSnake: 9.80, Max.LenOfSnake:  18.00 Time: 01:42:09 \n",
      "Ep.:   2770, Loss: 10.516, Avg.Score: 86.00, Avg.LenOfSnake: 8.87, Max.LenOfSnake:  17.00 Time: 01:42:45 \n",
      "Ep.:   2780, Loss: 10.806, Avg.Score: 97.00, Avg.LenOfSnake: 9.23, Max.LenOfSnake:  20.00 Time: 01:43:11 \n",
      "Ep.:   2790, Loss: 10.277, Avg.Score: 75.00, Avg.LenOfSnake: 8.50, Max.LenOfSnake:  18.00 Time: 01:43:37 \n",
      "Ep.:   2800, Loss: 10.846, Avg.Score: 94.00, Avg.LenOfSnake: 9.13, Max.LenOfSnake:  16.00 Time: 01:44:02 \n",
      "Ep.:   2810, Loss: 9.108, Avg.Score: 83.00, Avg.LenOfSnake: 8.77, Max.LenOfSnake:  15.00 Time: 01:44:27 \n",
      "Ep.:   2820, Loss: 9.304, Avg.Score: 134.00, Avg.LenOfSnake: 10.47, Max.LenOfSnake:  19.00 Time: 01:45:22 \n",
      "Ep.:   2830, Loss: 11.318, Avg.Score: 109.00, Avg.LenOfSnake: 9.63, Max.LenOfSnake:  23.00 Time: 01:45:53 \n",
      "Ep.:   2840, Loss: 10.134, Avg.Score: 126.00, Avg.LenOfSnake: 10.20, Max.LenOfSnake:  19.00 Time: 01:46:19 \n",
      "Ep.:   2850, Loss: 10.876, Avg.Score: 116.00, Avg.LenOfSnake: 9.87, Max.LenOfSnake:  19.00 Time: 01:46:57 \n",
      "Ep.:   2860, Loss: 10.549, Avg.Score: 164.00, Avg.LenOfSnake: 11.47, Max.LenOfSnake:  24.00 Time: 01:47:47 \n",
      "Ep.:   2870, Loss: 8.789, Avg.Score: 81.00, Avg.LenOfSnake: 8.70, Max.LenOfSnake:  14.00 Time: 01:48:31 \n",
      "Ep.:   2880, Loss: 9.555, Avg.Score: 109.00, Avg.LenOfSnake: 9.63, Max.LenOfSnake:  28.00 Time: 01:49:16 \n",
      "Ep.:   2890, Loss: 10.515, Avg.Score: 142.00, Avg.LenOfSnake: 10.73, Max.LenOfSnake:  18.00 Time: 01:50:02 \n",
      "Ep.:   2900, Loss: 9.683, Avg.Score: 101.00, Avg.LenOfSnake: 9.37, Max.LenOfSnake:  23.00 Time: 01:50:45 \n",
      "Ep.:   2910, Loss: 10.069, Avg.Score: 97.00, Avg.LenOfSnake: 9.23, Max.LenOfSnake:  16.00 Time: 01:51:09 \n",
      "Ep.:   2920, Loss: 9.962, Avg.Score: 82.00, Avg.LenOfSnake: 8.73, Max.LenOfSnake:  21.00 Time: 01:51:40 \n",
      "Ep.:   2930, Loss: 10.019, Avg.Score: 153.00, Avg.LenOfSnake: 11.10, Max.LenOfSnake:  24.00 Time: 01:53:01 \n",
      "Ep.:   2940, Loss: 10.632, Avg.Score: 94.00, Avg.LenOfSnake: 9.13, Max.LenOfSnake:  16.00 Time: 01:53:26 \n",
      "Ep.:   2950, Loss: 11.383, Avg.Score: 95.00, Avg.LenOfSnake: 9.17, Max.LenOfSnake:  20.00 Time: 01:53:52 \n",
      "Ep.:   2960, Loss: 10.007, Avg.Score: 144.00, Avg.LenOfSnake: 10.80, Max.LenOfSnake:  20.00 Time: 01:54:22 \n",
      "Ep.:   2970, Loss: 11.047, Avg.Score: 54.00, Avg.LenOfSnake: 7.80, Max.LenOfSnake:  15.00 Time: 01:55:00 \n",
      "Ep.:   2980, Loss: 9.326, Avg.Score: 66.00, Avg.LenOfSnake: 8.20, Max.LenOfSnake:  17.00 Time: 01:55:35 \n",
      "Ep.:   2990, Loss: 10.379, Avg.Score: 86.00, Avg.LenOfSnake: 8.87, Max.LenOfSnake:  14.00 Time: 01:56:08 \n",
      "Ep.:   3000, Loss: 9.765, Avg.Score: 123.00, Avg.LenOfSnake: 10.10, Max.LenOfSnake:  24.00 Time: 01:56:47 \n",
      "Ep.:   3010, Loss: 9.032, Avg.Score: 63.00, Avg.LenOfSnake: 8.10, Max.LenOfSnake:  15.00 Time: 01:57:24 \n",
      "Ep.:   3020, Loss: 8.253, Avg.Score: 112.00, Avg.LenOfSnake: 9.73, Max.LenOfSnake:  18.00 Time: 01:58:00 \n",
      "Ep.:   3030, Loss: 10.076, Avg.Score: 80.00, Avg.LenOfSnake: 8.67, Max.LenOfSnake:  16.00 Time: 01:58:36 \n",
      "Ep.:   3040, Loss: 10.984, Avg.Score: 141.00, Avg.LenOfSnake: 10.70, Max.LenOfSnake:  17.00 Time: 01:59:04 \n",
      "Ep.:   3050, Loss: 12.079, Avg.Score: 135.00, Avg.LenOfSnake: 10.50, Max.LenOfSnake:  17.00 Time: 01:59:46 \n",
      "Ep.:   3060, Loss: 10.123, Avg.Score: 91.00, Avg.LenOfSnake: 9.03, Max.LenOfSnake:  16.00 Time: 02:00:30 \n",
      "Ep.:   3070, Loss: 9.273, Avg.Score: 64.00, Avg.LenOfSnake: 8.13, Max.LenOfSnake:  16.00 Time: 02:01:13 \n",
      "Ep.:   3080, Loss: 9.118, Avg.Score: 86.00, Avg.LenOfSnake: 8.87, Max.LenOfSnake:  22.00 Time: 02:01:53 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:   3090, Loss: 10.258, Avg.Score: 113.00, Avg.LenOfSnake: 9.77, Max.LenOfSnake:  18.00 Time: 02:02:48 \n",
      "Ep.:   3100, Loss: 10.280, Avg.Score: 126.00, Avg.LenOfSnake: 10.20, Max.LenOfSnake:  21.00 Time: 02:03:38 \n",
      "Ep.:   3110, Loss: 9.745, Avg.Score: 126.00, Avg.LenOfSnake: 10.20, Max.LenOfSnake:  29.00 Time: 02:05:55 \n",
      "Ep.:   3120, Loss: 10.074, Avg.Score: 91.00, Avg.LenOfSnake: 9.03, Max.LenOfSnake:  17.00 Time: 02:06:24 \n",
      "Ep.:   3130, Loss: 9.532, Avg.Score: 136.00, Avg.LenOfSnake: 10.53, Max.LenOfSnake:  18.00 Time: 02:06:47 \n",
      "Ep.:   3140, Loss: 11.750, Avg.Score: 103.00, Avg.LenOfSnake: 9.43, Max.LenOfSnake:  22.00 Time: 02:07:23 \n",
      "Ep.:   3150, Loss: 11.062, Avg.Score: 94.00, Avg.LenOfSnake: 9.13, Max.LenOfSnake:  17.00 Time: 02:08:01 \n",
      "Ep.:   3160, Loss: 9.136, Avg.Score: 119.00, Avg.LenOfSnake: 9.97, Max.LenOfSnake:  20.00 Time: 02:09:02 \n",
      "Ep.:   3170, Loss: 9.690, Avg.Score: 113.00, Avg.LenOfSnake: 9.77, Max.LenOfSnake:  19.00 Time: 02:09:44 \n",
      "Ep.:   3180, Loss: 11.633, Avg.Score: 113.00, Avg.LenOfSnake: 9.77, Max.LenOfSnake:  25.00 Time: 02:10:23 \n",
      "Ep.:   3190, Loss: 9.850, Avg.Score: 52.00, Avg.LenOfSnake: 7.73, Max.LenOfSnake:  15.00 Time: 02:10:58 \n",
      "Ep.:   3200, Loss: 10.595, Avg.Score: 69.00, Avg.LenOfSnake: 8.30, Max.LenOfSnake:  14.00 Time: 02:11:32 \n",
      "Ep.:   3210, Loss: 9.913, Avg.Score: 80.00, Avg.LenOfSnake: 8.67, Max.LenOfSnake:  16.00 Time: 02:12:07 \n",
      "Ep.:   3220, Loss: 9.003, Avg.Score: 107.00, Avg.LenOfSnake: 9.57, Max.LenOfSnake:  20.00 Time: 02:12:44 \n",
      "Ep.:   3230, Loss: 9.018, Avg.Score: 139.00, Avg.LenOfSnake: 10.63, Max.LenOfSnake:  19.00 Time: 02:13:21 \n",
      "Ep.:   3240, Loss: 9.403, Avg.Score: 60.00, Avg.LenOfSnake: 8.00, Max.LenOfSnake:  14.00 Time: 02:14:05 \n",
      "Ep.:   3250, Loss: 11.234, Avg.Score: 132.00, Avg.LenOfSnake: 10.40, Max.LenOfSnake:  19.00 Time: 02:14:45 \n",
      "Ep.:   3260, Loss: 10.174, Avg.Score: 100.00, Avg.LenOfSnake: 9.33, Max.LenOfSnake:  18.00 Time: 02:15:21 \n",
      "Ep.:   3270, Loss: 11.628, Avg.Score: 132.00, Avg.LenOfSnake: 10.40, Max.LenOfSnake:  20.00 Time: 02:16:03 \n",
      "Ep.:   3280, Loss: 9.842, Avg.Score: 96.00, Avg.LenOfSnake: 9.20, Max.LenOfSnake:  16.00 Time: 02:16:45 \n",
      "Ep.:   3290, Loss: 9.827, Avg.Score: 94.00, Avg.LenOfSnake: 9.13, Max.LenOfSnake:  15.00 Time: 02:17:24 \n",
      "Ep.:   3300, Loss: 9.928, Avg.Score: 95.00, Avg.LenOfSnake: 9.17, Max.LenOfSnake:  15.00 Time: 02:18:05 \n",
      "Ep.:   3310, Loss: 10.306, Avg.Score: 97.00, Avg.LenOfSnake: 9.23, Max.LenOfSnake:  16.00 Time: 02:18:46 \n",
      "Ep.:   3320, Loss: 9.729, Avg.Score: 81.00, Avg.LenOfSnake: 8.70, Max.LenOfSnake:  14.00 Time: 02:19:22 \n",
      "Ep.:   3330, Loss: 10.845, Avg.Score: 108.00, Avg.LenOfSnake: 9.60, Max.LenOfSnake:  20.00 Time: 02:20:03 \n",
      "Ep.:   3340, Loss: 11.015, Avg.Score: 138.00, Avg.LenOfSnake: 10.60, Max.LenOfSnake:  25.00 Time: 02:20:49 \n",
      "Ep.:   3350, Loss: 8.990, Avg.Score: 80.00, Avg.LenOfSnake: 8.67, Max.LenOfSnake:  20.00 Time: 02:21:28 \n",
      "Ep.:   3360, Loss: 9.197, Avg.Score: 138.00, Avg.LenOfSnake: 10.60, Max.LenOfSnake:  20.00 Time: 02:22:07 \n",
      "Ep.:   3370, Loss: 12.243, Avg.Score: 103.00, Avg.LenOfSnake: 9.43, Max.LenOfSnake:  19.00 Time: 02:22:47 \n",
      "Ep.:   3380, Loss: 9.390, Avg.Score: 114.00, Avg.LenOfSnake: 9.80, Max.LenOfSnake:  24.00 Time: 02:23:26 \n",
      "Ep.:   3390, Loss: 10.708, Avg.Score: 154.00, Avg.LenOfSnake: 11.13, Max.LenOfSnake:  20.00 Time: 02:24:09 \n",
      "Ep.:   3400, Loss: 9.526, Avg.Score: 134.00, Avg.LenOfSnake: 10.47, Max.LenOfSnake:  19.00 Time: 02:24:53 \n",
      "Ep.:   3410, Loss: 9.628, Avg.Score: 117.00, Avg.LenOfSnake: 9.90, Max.LenOfSnake:  21.00 Time: 02:25:34 \n",
      "Ep.:   3420, Loss: 10.214, Avg.Score: 86.00, Avg.LenOfSnake: 8.87, Max.LenOfSnake:  18.00 Time: 02:26:17 \n",
      "Ep.:   3430, Loss: 9.600, Avg.Score: 115.00, Avg.LenOfSnake: 9.83, Max.LenOfSnake:  26.00 Time: 02:26:54 \n",
      "Ep.:   3440, Loss: 9.252, Avg.Score: 165.00, Avg.LenOfSnake: 11.50, Max.LenOfSnake:  24.00 Time: 02:27:37 \n",
      "Ep.:   3450, Loss: 9.984, Avg.Score: 122.00, Avg.LenOfSnake: 10.07, Max.LenOfSnake:  22.00 Time: 02:28:19 \n",
      "Ep.:   3460, Loss: 9.739, Avg.Score: 123.00, Avg.LenOfSnake: 10.10, Max.LenOfSnake:  23.00 Time: 02:28:59 \n",
      "Ep.:   3470, Loss: 9.811, Avg.Score: 164.00, Avg.LenOfSnake: 11.47, Max.LenOfSnake:  19.00 Time: 02:29:40 \n",
      "Ep.:   3480, Loss: 8.678, Avg.Score: 122.00, Avg.LenOfSnake: 10.07, Max.LenOfSnake:  19.00 Time: 02:30:21 \n",
      "Ep.:   3490, Loss: 10.277, Avg.Score: 112.00, Avg.LenOfSnake: 9.73, Max.LenOfSnake:  19.00 Time: 02:31:04 \n",
      "Ep.:   3500, Loss: 9.861, Avg.Score: 74.00, Avg.LenOfSnake: 8.47, Max.LenOfSnake:  20.00 Time: 02:31:45 \n",
      "Ep.:   3510, Loss: 9.345, Avg.Score: 84.00, Avg.LenOfSnake: 8.80, Max.LenOfSnake:  17.00 Time: 02:32:25 \n",
      "Ep.:   3520, Loss: 11.084, Avg.Score: 107.00, Avg.LenOfSnake: 9.57, Max.LenOfSnake:  20.00 Time: 02:33:04 \n",
      "Ep.:   3530, Loss: 9.754, Avg.Score: 121.00, Avg.LenOfSnake: 10.03, Max.LenOfSnake:  20.00 Time: 02:33:44 \n",
      "Ep.:   3540, Loss: 10.662, Avg.Score: 131.00, Avg.LenOfSnake: 10.37, Max.LenOfSnake:  20.00 Time: 02:34:24 \n",
      "Ep.:   3550, Loss: 10.722, Avg.Score: 122.00, Avg.LenOfSnake: 10.07, Max.LenOfSnake:  20.00 Time: 02:35:05 \n",
      "Ep.:   3560, Loss: 9.632, Avg.Score: 114.00, Avg.LenOfSnake: 9.80, Max.LenOfSnake:  20.00 Time: 02:35:44 \n",
      "Ep.:   3570, Loss: 10.509, Avg.Score: 122.00, Avg.LenOfSnake: 10.07, Max.LenOfSnake:  21.00 Time: 02:36:23 \n",
      "Ep.:   3580, Loss: 11.233, Avg.Score: 122.00, Avg.LenOfSnake: 10.07, Max.LenOfSnake:  25.00 Time: 02:37:00 \n",
      "Ep.:   3590, Loss: 11.382, Avg.Score: 76.00, Avg.LenOfSnake: 8.53, Max.LenOfSnake:  18.00 Time: 02:37:38 \n",
      "Ep.:   3600, Loss: 10.565, Avg.Score: 91.00, Avg.LenOfSnake: 9.03, Max.LenOfSnake:  19.00 Time: 02:38:17 \n",
      "Ep.:   3610, Loss: 10.596, Avg.Score: 126.00, Avg.LenOfSnake: 10.20, Max.LenOfSnake:  22.00 Time: 02:38:56 \n",
      "Ep.:   3620, Loss: 11.057, Avg.Score: 105.00, Avg.LenOfSnake: 9.50, Max.LenOfSnake:  18.00 Time: 02:39:39 \n",
      "Ep.:   3630, Loss: 10.031, Avg.Score: 92.00, Avg.LenOfSnake: 9.07, Max.LenOfSnake:  19.00 Time: 02:40:18 \n",
      "Ep.:   3640, Loss: 9.075, Avg.Score: 69.00, Avg.LenOfSnake: 8.30, Max.LenOfSnake:  14.00 Time: 02:40:59 \n",
      "Ep.:   3650, Loss: 9.090, Avg.Score: 82.00, Avg.LenOfSnake: 8.73, Max.LenOfSnake:  16.00 Time: 02:41:36 \n",
      "Ep.:   3660, Loss: 8.540, Avg.Score: 82.00, Avg.LenOfSnake: 8.73, Max.LenOfSnake:  16.00 Time: 02:42:12 \n",
      "Ep.:   3670, Loss: 10.455, Avg.Score: 119.00, Avg.LenOfSnake: 9.97, Max.LenOfSnake:  19.00 Time: 02:42:54 \n",
      "Ep.:   3680, Loss: 12.792, Avg.Score: 114.00, Avg.LenOfSnake: 9.80, Max.LenOfSnake:  23.00 Time: 02:43:33 \n",
      "Ep.:   3690, Loss: 11.176, Avg.Score: 135.00, Avg.LenOfSnake: 10.50, Max.LenOfSnake:  21.00 Time: 02:44:13 \n",
      "Ep.:   3700, Loss: 9.866, Avg.Score: 135.00, Avg.LenOfSnake: 10.50, Max.LenOfSnake:  22.00 Time: 02:44:54 \n",
      "Ep.:   3710, Loss: 9.652, Avg.Score: 150.00, Avg.LenOfSnake: 11.00, Max.LenOfSnake:  21.00 Time: 02:45:41 \n",
      "Ep.:   3720, Loss: 9.666, Avg.Score: 101.00, Avg.LenOfSnake: 9.37, Max.LenOfSnake:  20.00 Time: 02:46:21 \n",
      "Ep.:   3730, Loss: 11.506, Avg.Score: 123.00, Avg.LenOfSnake: 10.10, Max.LenOfSnake:  29.00 Time: 02:47:03 \n",
      "Ep.:   3740, Loss: 10.542, Avg.Score: 105.00, Avg.LenOfSnake: 9.50, Max.LenOfSnake:  21.00 Time: 02:47:43 \n",
      "Ep.:   3750, Loss: 10.556, Avg.Score: 112.00, Avg.LenOfSnake: 9.73, Max.LenOfSnake:  16.00 Time: 02:48:27 \n",
      "Ep.:   3760, Loss: 9.883, Avg.Score: 77.00, Avg.LenOfSnake: 8.57, Max.LenOfSnake:  19.00 Time: 02:49:04 \n",
      "Ep.:   3770, Loss: 10.123, Avg.Score: 89.00, Avg.LenOfSnake: 8.97, Max.LenOfSnake:  21.00 Time: 02:49:44 \n",
      "Ep.:   3780, Loss: 8.756, Avg.Score: 148.00, Avg.LenOfSnake: 10.93, Max.LenOfSnake:  21.00 Time: 02:50:27 \n",
      "Ep.:   3790, Loss: 9.030, Avg.Score: 83.00, Avg.LenOfSnake: 8.77, Max.LenOfSnake:  15.00 Time: 02:51:10 \n",
      "Ep.:   3800, Loss: 9.180, Avg.Score: 78.00, Avg.LenOfSnake: 8.60, Max.LenOfSnake:  19.00 Time: 02:51:46 \n",
      "Ep.:   3810, Loss: 10.243, Avg.Score: 111.00, Avg.LenOfSnake: 9.70, Max.LenOfSnake:  17.00 Time: 02:52:26 \n",
      "Ep.:   3820, Loss: 9.568, Avg.Score: 83.00, Avg.LenOfSnake: 8.77, Max.LenOfSnake:  18.00 Time: 02:53:06 \n",
      "Ep.:   3830, Loss: 8.990, Avg.Score: 109.00, Avg.LenOfSnake: 9.63, Max.LenOfSnake:  20.00 Time: 02:53:46 \n",
      "Ep.:   3840, Loss: 9.798, Avg.Score: 138.00, Avg.LenOfSnake: 10.60, Max.LenOfSnake:  21.00 Time: 02:54:31 \n",
      "Ep.:   3850, Loss: 9.518, Avg.Score: 106.00, Avg.LenOfSnake: 9.53, Max.LenOfSnake:  18.00 Time: 02:55:10 \n",
      "Ep.:   3860, Loss: 9.796, Avg.Score: 132.00, Avg.LenOfSnake: 10.40, Max.LenOfSnake:  17.00 Time: 02:55:57 \n",
      "Ep.:   3870, Loss: 11.105, Avg.Score: 115.00, Avg.LenOfSnake: 9.83, Max.LenOfSnake:  17.00 Time: 02:56:37 \n",
      "Ep.:   3880, Loss: 10.362, Avg.Score: 116.00, Avg.LenOfSnake: 9.87, Max.LenOfSnake:  21.00 Time: 02:57:20 \n",
      "Ep.:   3890, Loss: 10.808, Avg.Score: 62.00, Avg.LenOfSnake: 8.07, Max.LenOfSnake:  16.00 Time: 02:57:59 \n",
      "Ep.:   3900, Loss: 10.964, Avg.Score: 95.00, Avg.LenOfSnake: 9.17, Max.LenOfSnake:  20.00 Time: 02:58:41 \n",
      "Ep.:   3910, Loss: 10.762, Avg.Score: 96.00, Avg.LenOfSnake: 9.20, Max.LenOfSnake:  16.00 Time: 02:59:22 \n",
      "Ep.:   3920, Loss: 11.409, Avg.Score: 77.00, Avg.LenOfSnake: 8.57, Max.LenOfSnake:  13.00 Time: 03:00:01 \n",
      "Ep.:   3930, Loss: 11.042, Avg.Score: 91.00, Avg.LenOfSnake: 9.03, Max.LenOfSnake:  15.00 Time: 03:00:42 \n",
      "Ep.:   3940, Loss: 9.005, Avg.Score: 79.00, Avg.LenOfSnake: 8.63, Max.LenOfSnake:  16.00 Time: 03:01:26 \n",
      "Ep.:   3950, Loss: 8.641, Avg.Score: 89.00, Avg.LenOfSnake: 8.97, Max.LenOfSnake:  13.00 Time: 03:02:04 \n",
      "Ep.:   3960, Loss: 9.943, Avg.Score: 71.00, Avg.LenOfSnake: 8.37, Max.LenOfSnake:  14.00 Time: 03:02:42 \n",
      "Ep.:   3970, Loss: 9.735, Avg.Score: 125.00, Avg.LenOfSnake: 10.17, Max.LenOfSnake:  28.00 Time: 03:03:21 \n",
      "Ep.:   3980, Loss: 10.004, Avg.Score: 114.00, Avg.LenOfSnake: 9.80, Max.LenOfSnake:  17.00 Time: 03:04:04 \n",
      "Ep.:   3990, Loss: 10.537, Avg.Score: 124.00, Avg.LenOfSnake: 10.13, Max.LenOfSnake:  18.00 Time: 03:04:45 \n",
      "Ep.:   4000, Loss: 10.874, Avg.Score: 84.00, Avg.LenOfSnake: 8.80, Max.LenOfSnake:  19.00 Time: 03:05:25 \n",
      "Ep.:   4010, Loss: 9.089, Avg.Score: 128.00, Avg.LenOfSnake: 10.27, Max.LenOfSnake:  25.00 Time: 03:06:06 \n",
      "Ep.:   4020, Loss: 9.126, Avg.Score: 114.00, Avg.LenOfSnake: 9.80, Max.LenOfSnake:  19.00 Time: 03:06:47 \n",
      "Ep.:   4030, Loss: 10.107, Avg.Score: 106.00, Avg.LenOfSnake: 9.53, Max.LenOfSnake:  23.00 Time: 03:07:27 \n",
      "Ep.:   4040, Loss: 10.679, Avg.Score: 117.00, Avg.LenOfSnake: 9.90, Max.LenOfSnake:  20.00 Time: 03:08:08 \n",
      "Ep.:   4050, Loss: 9.399, Avg.Score: 118.00, Avg.LenOfSnake: 9.93, Max.LenOfSnake:  16.00 Time: 03:08:46 \n",
      "Ep.:   4060, Loss: 9.245, Avg.Score: 99.00, Avg.LenOfSnake: 9.30, Max.LenOfSnake:  19.00 Time: 03:09:27 \n",
      "Ep.:   4070, Loss: 9.389, Avg.Score: 67.00, Avg.LenOfSnake: 8.23, Max.LenOfSnake:  17.00 Time: 03:10:09 \n",
      "Ep.:   4080, Loss: 11.042, Avg.Score: 128.00, Avg.LenOfSnake: 10.27, Max.LenOfSnake:  20.00 Time: 03:10:53 \n",
      "Ep.:   4090, Loss: 11.733, Avg.Score: 128.00, Avg.LenOfSnake: 10.27, Max.LenOfSnake:  17.00 Time: 03:11:37 \n",
      "Ep.:   4100, Loss: 10.155, Avg.Score: 110.00, Avg.LenOfSnake: 9.67, Max.LenOfSnake:  16.00 Time: 03:12:15 \n",
      "Ep.:   4110, Loss: 11.283, Avg.Score: 140.00, Avg.LenOfSnake: 10.67, Max.LenOfSnake:  22.00 Time: 03:12:55 \n",
      "Ep.:   4120, Loss: 11.010, Avg.Score: 117.00, Avg.LenOfSnake: 9.90, Max.LenOfSnake:  23.00 Time: 03:13:33 \n",
      "Ep.:   4130, Loss: 9.455, Avg.Score: 137.00, Avg.LenOfSnake: 10.57, Max.LenOfSnake:  22.00 Time: 03:14:14 \n",
      "Ep.:   4140, Loss: 10.029, Avg.Score: 131.00, Avg.LenOfSnake: 10.37, Max.LenOfSnake:  25.00 Time: 03:14:55 \n",
      "Ep.:   4150, Loss: 9.622, Avg.Score: 107.00, Avg.LenOfSnake: 9.57, Max.LenOfSnake:  16.00 Time: 03:15:34 \n",
      "Ep.:   4160, Loss: 11.024, Avg.Score: 103.00, Avg.LenOfSnake: 9.43, Max.LenOfSnake:  21.00 Time: 03:16:13 \n",
      "Ep.:   4170, Loss: 10.941, Avg.Score: 113.00, Avg.LenOfSnake: 9.77, Max.LenOfSnake:  19.00 Time: 03:16:49 \n",
      "Ep.:   4180, Loss: 11.505, Avg.Score: 104.00, Avg.LenOfSnake: 9.47, Max.LenOfSnake:  19.00 Time: 03:17:25 \n",
      "Ep.:   4190, Loss: 10.212, Avg.Score: 104.00, Avg.LenOfSnake: 9.47, Max.LenOfSnake:  25.00 Time: 03:18:03 \n",
      "Ep.:   4200, Loss: 10.800, Avg.Score: 98.00, Avg.LenOfSnake: 9.27, Max.LenOfSnake:  19.00 Time: 03:18:43 \n",
      "Ep.:   4210, Loss: 8.859, Avg.Score: 111.00, Avg.LenOfSnake: 9.70, Max.LenOfSnake:  18.00 Time: 03:19:23 \n",
      "Ep.:   4220, Loss: 11.725, Avg.Score: 100.00, Avg.LenOfSnake: 9.33, Max.LenOfSnake:  17.00 Time: 03:20:03 \n",
      "Ep.:   4230, Loss: 10.754, Avg.Score: 83.00, Avg.LenOfSnake: 8.77, Max.LenOfSnake:  17.00 Time: 03:20:43 \n",
      "Ep.:   4240, Loss: 9.341, Avg.Score: 99.00, Avg.LenOfSnake: 9.30, Max.LenOfSnake:  19.00 Time: 03:21:25 \n",
      "Ep.:   4250, Loss: 9.344, Avg.Score: 152.00, Avg.LenOfSnake: 11.07, Max.LenOfSnake:  30.00 Time: 03:22:07 \n",
      "Ep.:   4260, Loss: 9.581, Avg.Score: 103.00, Avg.LenOfSnake: 9.43, Max.LenOfSnake:  19.00 Time: 03:22:48 \n",
      "Ep.:   4270, Loss: 9.300, Avg.Score: 123.00, Avg.LenOfSnake: 10.10, Max.LenOfSnake:  16.00 Time: 03:23:28 \n",
      "Ep.:   4280, Loss: 9.915, Avg.Score: 87.00, Avg.LenOfSnake: 8.90, Max.LenOfSnake:  18.00 Time: 03:24:11 \n",
      "Ep.:   4290, Loss: 10.567, Avg.Score: 135.00, Avg.LenOfSnake: 10.50, Max.LenOfSnake:  18.00 Time: 03:24:53 \n",
      "Ep.:   4300, Loss: 8.752, Avg.Score: 80.00, Avg.LenOfSnake: 8.67, Max.LenOfSnake:  15.00 Time: 03:25:35 \n",
      "Ep.:   4310, Loss: 10.637, Avg.Score: 87.00, Avg.LenOfSnake: 8.90, Max.LenOfSnake:  20.00 Time: 03:26:13 \n",
      "Ep.:   4320, Loss: 9.803, Avg.Score: 117.00, Avg.LenOfSnake: 9.90, Max.LenOfSnake:  21.00 Time: 03:26:52 \n",
      "Ep.:   4330, Loss: 9.953, Avg.Score: 112.00, Avg.LenOfSnake: 9.73, Max.LenOfSnake:  23.00 Time: 03:27:29 \n",
      "Ep.:   4340, Loss: 8.525, Avg.Score: 102.00, Avg.LenOfSnake: 9.40, Max.LenOfSnake:  22.00 Time: 03:28:08 \n",
      "Ep.:   4350, Loss: 10.389, Avg.Score: 95.00, Avg.LenOfSnake: 9.17, Max.LenOfSnake:  21.00 Time: 03:28:45 \n",
      "Ep.:   4360, Loss: 9.154, Avg.Score: 69.00, Avg.LenOfSnake: 8.30, Max.LenOfSnake:  13.00 Time: 03:29:20 \n",
      "Ep.:   4370, Loss: 10.754, Avg.Score: 71.00, Avg.LenOfSnake: 8.37, Max.LenOfSnake:  18.00 Time: 03:30:00 \n",
      "Ep.:   4380, Loss: 8.782, Avg.Score: 101.00, Avg.LenOfSnake: 9.37, Max.LenOfSnake:  19.00 Time: 03:30:39 \n",
      "Ep.:   4390, Loss: 10.173, Avg.Score: 73.00, Avg.LenOfSnake: 8.43, Max.LenOfSnake:  14.00 Time: 03:31:16 \n",
      "Ep.:   4400, Loss: 10.579, Avg.Score: 74.00, Avg.LenOfSnake: 8.47, Max.LenOfSnake:  14.00 Time: 03:31:56 \n",
      "Ep.:   4410, Loss: 10.353, Avg.Score: 72.00, Avg.LenOfSnake: 8.40, Max.LenOfSnake:  18.00 Time: 03:32:36 \n",
      "Ep.:   4420, Loss: 10.344, Avg.Score: 86.00, Avg.LenOfSnake: 8.87, Max.LenOfSnake:  17.00 Time: 03:33:15 \n",
      "Ep.:   4430, Loss: 10.968, Avg.Score: 60.00, Avg.LenOfSnake: 8.00, Max.LenOfSnake:  15.00 Time: 03:33:53 \n",
      "Ep.:   4440, Loss: 9.666, Avg.Score: 138.00, Avg.LenOfSnake: 10.60, Max.LenOfSnake:  26.00 Time: 03:34:34 \n",
      "Ep.:   4450, Loss: 9.557, Avg.Score: 54.00, Avg.LenOfSnake: 7.80, Max.LenOfSnake:  14.00 Time: 03:35:13 \n",
      "Ep.:   4460, Loss: 11.236, Avg.Score: 126.00, Avg.LenOfSnake: 10.20, Max.LenOfSnake:  21.00 Time: 03:35:53 \n",
      "Ep.:   4470, Loss: 8.905, Avg.Score: 82.00, Avg.LenOfSnake: 8.73, Max.LenOfSnake:  17.00 Time: 03:36:31 \n",
      "Ep.:   4480, Loss: 10.408, Avg.Score: 63.00, Avg.LenOfSnake: 8.10, Max.LenOfSnake:  15.00 Time: 03:37:11 \n",
      "Ep.:   4490, Loss: 9.711, Avg.Score: 132.00, Avg.LenOfSnake: 10.40, Max.LenOfSnake:  21.00 Time: 03:37:50 \n",
      "Ep.:   4500, Loss: 9.385, Avg.Score: 138.00, Avg.LenOfSnake: 10.60, Max.LenOfSnake:  24.00 Time: 03:38:33 \n",
      "Ep.:   4510, Loss: 9.640, Avg.Score: 89.00, Avg.LenOfSnake: 8.97, Max.LenOfSnake:  19.00 Time: 03:39:14 \n",
      "Ep.:   4520, Loss: 10.047, Avg.Score: 79.00, Avg.LenOfSnake: 8.63, Max.LenOfSnake:  13.00 Time: 03:39:51 \n",
      "Ep.:   4530, Loss: 10.906, Avg.Score: 123.00, Avg.LenOfSnake: 10.10, Max.LenOfSnake:  23.00 Time: 03:40:33 \n",
      "Ep.:   4540, Loss: 9.819, Avg.Score: 68.00, Avg.LenOfSnake: 8.27, Max.LenOfSnake:  13.00 Time: 03:41:11 \n",
      "Ep.:   4550, Loss: 10.623, Avg.Score: 146.00, Avg.LenOfSnake: 10.87, Max.LenOfSnake:  20.00 Time: 03:41:51 \n",
      "Ep.:   4560, Loss: 10.666, Avg.Score: 106.00, Avg.LenOfSnake: 9.53, Max.LenOfSnake:  17.00 Time: 03:42:29 \n",
      "Ep.:   4570, Loss: 10.246, Avg.Score: 103.00, Avg.LenOfSnake: 9.43, Max.LenOfSnake:  17.00 Time: 03:43:07 \n",
      "Ep.:   4580, Loss: 9.980, Avg.Score: 98.00, Avg.LenOfSnake: 9.27, Max.LenOfSnake:  21.00 Time: 03:43:47 \n",
      "Ep.:   4590, Loss: 10.020, Avg.Score: 92.00, Avg.LenOfSnake: 9.07, Max.LenOfSnake:  21.00 Time: 03:44:28 \n",
      "Ep.:   4600, Loss: 9.656, Avg.Score: 81.00, Avg.LenOfSnake: 8.70, Max.LenOfSnake:  15.00 Time: 03:45:10 \n",
      "Ep.:   4610, Loss: 8.479, Avg.Score: 87.00, Avg.LenOfSnake: 8.90, Max.LenOfSnake:  18.00 Time: 03:45:46 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:   4620, Loss: 9.990, Avg.Score: 75.00, Avg.LenOfSnake: 8.50, Max.LenOfSnake:  14.00 Time: 03:46:24 \n",
      "Ep.:   4630, Loss: 11.313, Avg.Score: 115.00, Avg.LenOfSnake: 9.83, Max.LenOfSnake:  22.00 Time: 03:47:03 \n",
      "Ep.:   4640, Loss: 9.812, Avg.Score: 45.00, Avg.LenOfSnake: 7.50, Max.LenOfSnake:  12.00 Time: 03:47:43 \n",
      "Ep.:   4650, Loss: 9.467, Avg.Score: 78.00, Avg.LenOfSnake: 8.60, Max.LenOfSnake:  16.00 Time: 03:48:21 \n",
      "Ep.:   4660, Loss: 10.181, Avg.Score: 181.00, Avg.LenOfSnake: 12.03, Max.LenOfSnake:  23.00 Time: 03:49:03 \n",
      "Ep.:   4670, Loss: 9.972, Avg.Score: 95.00, Avg.LenOfSnake: 9.17, Max.LenOfSnake:  21.00 Time: 03:49:46 \n",
      "Ep.:   4680, Loss: 9.987, Avg.Score: 104.00, Avg.LenOfSnake: 9.47, Max.LenOfSnake:  21.00 Time: 03:50:25 \n",
      "Ep.:   4690, Loss: 10.773, Avg.Score: 133.00, Avg.LenOfSnake: 10.43, Max.LenOfSnake:  26.00 Time: 03:51:03 \n",
      "Ep.:   4700, Loss: 11.394, Avg.Score: 95.00, Avg.LenOfSnake: 9.17, Max.LenOfSnake:  17.00 Time: 03:51:43 \n",
      "Ep.:   4710, Loss: 11.028, Avg.Score: 107.00, Avg.LenOfSnake: 9.57, Max.LenOfSnake:  15.00 Time: 03:52:23 \n",
      "Ep.:   4720, Loss: 9.850, Avg.Score: 106.00, Avg.LenOfSnake: 9.53, Max.LenOfSnake:  22.00 Time: 03:53:04 \n",
      "Ep.:   4730, Loss: 10.176, Avg.Score: 119.00, Avg.LenOfSnake: 9.97, Max.LenOfSnake:  22.00 Time: 03:53:48 \n",
      "Ep.:   4740, Loss: 9.512, Avg.Score: 102.00, Avg.LenOfSnake: 9.40, Max.LenOfSnake:  21.00 Time: 03:54:29 \n",
      "Ep.:   4750, Loss: 10.583, Avg.Score: 82.00, Avg.LenOfSnake: 8.73, Max.LenOfSnake:  15.00 Time: 03:55:09 \n",
      "Ep.:   4760, Loss: 9.294, Avg.Score: 140.00, Avg.LenOfSnake: 10.67, Max.LenOfSnake:  23.00 Time: 03:55:52 \n",
      "Ep.:   4770, Loss: 9.348, Avg.Score: 69.00, Avg.LenOfSnake: 8.30, Max.LenOfSnake:  14.00 Time: 03:56:31 \n",
      "Ep.:   4780, Loss: 10.022, Avg.Score: 121.00, Avg.LenOfSnake: 10.03, Max.LenOfSnake:  19.00 Time: 03:57:11 \n",
      "Ep.:   4790, Loss: 12.145, Avg.Score: 111.00, Avg.LenOfSnake: 9.70, Max.LenOfSnake:  17.00 Time: 03:57:52 \n",
      "Ep.:   4800, Loss: 10.273, Avg.Score: 163.00, Avg.LenOfSnake: 11.43, Max.LenOfSnake:  21.00 Time: 03:58:29 \n",
      "Ep.:   4810, Loss: 11.347, Avg.Score: 143.00, Avg.LenOfSnake: 10.77, Max.LenOfSnake:  22.00 Time: 03:59:12 \n",
      "Ep.:   4820, Loss: 10.939, Avg.Score: 116.00, Avg.LenOfSnake: 9.87, Max.LenOfSnake:  25.00 Time: 03:59:52 \n",
      "Ep.:   4830, Loss: 9.583, Avg.Score: 86.00, Avg.LenOfSnake: 8.87, Max.LenOfSnake:  19.00 Time: 04:00:32 \n",
      "Ep.:   4840, Loss: 10.153, Avg.Score: 93.00, Avg.LenOfSnake: 9.10, Max.LenOfSnake:  16.00 Time: 04:01:15 \n",
      "Ep.:   4850, Loss: 11.047, Avg.Score: 125.00, Avg.LenOfSnake: 10.17, Max.LenOfSnake:  19.00 Time: 04:01:57 \n",
      "Ep.:   4860, Loss: 8.683, Avg.Score: 69.00, Avg.LenOfSnake: 8.30, Max.LenOfSnake:  20.00 Time: 04:02:40 \n",
      "Ep.:   4870, Loss: 9.301, Avg.Score: 112.00, Avg.LenOfSnake: 9.73, Max.LenOfSnake:  18.00 Time: 04:03:21 \n",
      "Ep.:   4880, Loss: 9.373, Avg.Score: 117.00, Avg.LenOfSnake: 9.90, Max.LenOfSnake:  16.00 Time: 04:04:03 \n",
      "Ep.:   4890, Loss: 10.414, Avg.Score: 123.00, Avg.LenOfSnake: 10.10, Max.LenOfSnake:  20.00 Time: 04:04:43 \n",
      "Ep.:   4900, Loss: 10.559, Avg.Score: 113.00, Avg.LenOfSnake: 9.77, Max.LenOfSnake:  23.00 Time: 04:05:24 \n",
      "Ep.:   4910, Loss: 8.825, Avg.Score: 79.00, Avg.LenOfSnake: 8.63, Max.LenOfSnake:  16.00 Time: 04:06:04 \n",
      "Ep.:   4920, Loss: 9.370, Avg.Score: 124.00, Avg.LenOfSnake: 10.13, Max.LenOfSnake:  25.00 Time: 04:06:55 \n",
      "Ep.:   4930, Loss: 9.367, Avg.Score: 106.00, Avg.LenOfSnake: 9.53, Max.LenOfSnake:  22.00 Time: 04:07:38 \n",
      "Ep.:   4940, Loss: 9.386, Avg.Score: 120.00, Avg.LenOfSnake: 10.00, Max.LenOfSnake:  18.00 Time: 04:08:20 \n",
      "Ep.:   4950, Loss: 9.863, Avg.Score: 87.00, Avg.LenOfSnake: 8.90, Max.LenOfSnake:  19.00 Time: 04:09:00 \n",
      "Ep.:   4960, Loss: 10.036, Avg.Score: 137.00, Avg.LenOfSnake: 10.57, Max.LenOfSnake:  19.00 Time: 04:09:42 \n",
      "Ep.:   4970, Loss: 9.732, Avg.Score: 104.00, Avg.LenOfSnake: 9.47, Max.LenOfSnake:  17.00 Time: 04:10:21 \n",
      "Ep.:   4980, Loss: 8.499, Avg.Score: 131.00, Avg.LenOfSnake: 10.37, Max.LenOfSnake:  26.00 Time: 04:11:00 \n",
      "Ep.:   4990, Loss: 10.292, Avg.Score: 93.00, Avg.LenOfSnake: 9.10, Max.LenOfSnake:  18.00 Time: 04:11:38 \n",
      "Ep.:   5000, Loss: 10.559, Avg.Score: 127.00, Avg.LenOfSnake: 10.23, Max.LenOfSnake:  25.00 Time: 04:12:20 \n",
      "Ep.:   5010, Loss: 10.854, Avg.Score: 143.00, Avg.LenOfSnake: 10.77, Max.LenOfSnake:  20.00 Time: 04:13:01 \n",
      "Ep.:   5020, Loss: 10.487, Avg.Score: 126.00, Avg.LenOfSnake: 10.20, Max.LenOfSnake:  19.00 Time: 04:13:46 \n",
      "Ep.:   5030, Loss: 10.793, Avg.Score: 149.00, Avg.LenOfSnake: 10.97, Max.LenOfSnake:  22.00 Time: 04:14:31 \n",
      "Ep.:   5040, Loss: 9.165, Avg.Score: 98.00, Avg.LenOfSnake: 9.27, Max.LenOfSnake:  19.00 Time: 04:15:15 \n",
      "Ep.:   5050, Loss: 9.961, Avg.Score: 120.00, Avg.LenOfSnake: 10.00, Max.LenOfSnake:  23.00 Time: 04:16:01 \n",
      "Ep.:   5060, Loss: 10.090, Avg.Score: 113.00, Avg.LenOfSnake: 9.77, Max.LenOfSnake:  17.00 Time: 04:16:44 \n",
      "Ep.:   5070, Loss: 10.250, Avg.Score: 125.00, Avg.LenOfSnake: 10.17, Max.LenOfSnake:  19.00 Time: 04:17:26 \n",
      "Ep.:   5080, Loss: 9.577, Avg.Score: 109.00, Avg.LenOfSnake: 9.63, Max.LenOfSnake:  25.00 Time: 04:18:13 \n",
      "Ep.:   5090, Loss: 10.602, Avg.Score: 168.00, Avg.LenOfSnake: 11.60, Max.LenOfSnake:  21.00 Time: 04:18:46 \n",
      "Ep.:   5100, Loss: 10.209, Avg.Score: 157.00, Avg.LenOfSnake: 11.23, Max.LenOfSnake:  19.00 Time: 04:19:27 \n",
      "Ep.:   5110, Loss: 9.685, Avg.Score: 69.00, Avg.LenOfSnake: 8.30, Max.LenOfSnake:  18.00 Time: 04:19:56 \n",
      "Ep.:   5120, Loss: 10.781, Avg.Score: 128.00, Avg.LenOfSnake: 10.27, Max.LenOfSnake:  22.00 Time: 04:20:41 \n",
      "Ep.:   5130, Loss: 10.921, Avg.Score: 103.00, Avg.LenOfSnake: 9.43, Max.LenOfSnake:  22.00 Time: 04:21:29 \n",
      "Ep.:   5140, Loss: 10.480, Avg.Score: 109.00, Avg.LenOfSnake: 9.63, Max.LenOfSnake:  17.00 Time: 04:21:54 \n",
      "Ep.:   5150, Loss: 10.372, Avg.Score: 83.00, Avg.LenOfSnake: 8.77, Max.LenOfSnake:  18.00 Time: 04:22:20 \n",
      "Ep.:   5160, Loss: 11.436, Avg.Score: 91.00, Avg.LenOfSnake: 9.03, Max.LenOfSnake:  16.00 Time: 04:22:48 \n",
      "Ep.:   5170, Loss: 11.276, Avg.Score: 177.00, Avg.LenOfSnake: 11.90, Max.LenOfSnake:  20.00 Time: 04:23:12 \n",
      "Ep.:   5180, Loss: 9.387, Avg.Score: 107.00, Avg.LenOfSnake: 9.57, Max.LenOfSnake:  15.00 Time: 04:23:47 \n",
      "Ep.:   5190, Loss: 9.832, Avg.Score: 82.00, Avg.LenOfSnake: 8.73, Max.LenOfSnake:  15.00 Time: 04:24:12 \n",
      "Ep.:   5200, Loss: 9.275, Avg.Score: 110.00, Avg.LenOfSnake: 9.67, Max.LenOfSnake:  17.00 Time: 04:24:38 \n",
      "Ep.:   5210, Loss: 9.611, Avg.Score: 124.00, Avg.LenOfSnake: 10.13, Max.LenOfSnake:  19.00 Time: 04:25:21 \n",
      "Ep.:   5220, Loss: 10.391, Avg.Score: 49.00, Avg.LenOfSnake: 7.63, Max.LenOfSnake:  16.00 Time: 04:25:59 \n",
      "Ep.:   5230, Loss: 8.973, Avg.Score: 84.00, Avg.LenOfSnake: 8.80, Max.LenOfSnake:  15.00 Time: 04:26:44 \n",
      "Ep.:   5240, Loss: 10.632, Avg.Score: 164.00, Avg.LenOfSnake: 11.47, Max.LenOfSnake:  24.00 Time: 04:27:33 \n",
      "Ep.:   5250, Loss: 10.213, Avg.Score: 124.00, Avg.LenOfSnake: 10.13, Max.LenOfSnake:  26.00 Time: 04:28:26 \n",
      "Ep.:   5260, Loss: 9.044, Avg.Score: 107.00, Avg.LenOfSnake: 9.57, Max.LenOfSnake:  18.00 Time: 04:29:05 \n",
      "Ep.:   5270, Loss: 9.725, Avg.Score: 111.00, Avg.LenOfSnake: 9.70, Max.LenOfSnake:  17.00 Time: 04:29:32 \n",
      "Ep.:   5280, Loss: 10.585, Avg.Score: 171.00, Avg.LenOfSnake: 11.70, Max.LenOfSnake:  26.00 Time: 04:29:58 \n",
      "Ep.:   5290, Loss: 8.649, Avg.Score: 124.00, Avg.LenOfSnake: 10.13, Max.LenOfSnake:  19.00 Time: 04:30:25 \n",
      "Ep.:   5300, Loss: 10.271, Avg.Score: 150.00, Avg.LenOfSnake: 11.00, Max.LenOfSnake:  26.00 Time: 04:31:19 \n",
      "Ep.:   5310, Loss: 9.823, Avg.Score: 96.00, Avg.LenOfSnake: 9.20, Max.LenOfSnake:  17.00 Time: 04:32:13 \n",
      "Ep.:   5320, Loss: 10.761, Avg.Score: 147.00, Avg.LenOfSnake: 10.90, Max.LenOfSnake:  19.00 Time: 04:32:51 \n",
      "Ep.:   5330, Loss: 11.257, Avg.Score: 115.00, Avg.LenOfSnake: 9.83, Max.LenOfSnake:  23.00 Time: 04:33:17 \n",
      "Ep.:   5340, Loss: 11.081, Avg.Score: 135.00, Avg.LenOfSnake: 10.50, Max.LenOfSnake:  17.00 Time: 04:33:41 \n",
      "Ep.:   5350, Loss: 10.036, Avg.Score: 84.00, Avg.LenOfSnake: 8.80, Max.LenOfSnake:  17.00 Time: 04:34:09 \n",
      "Ep.:   5360, Loss: 10.846, Avg.Score: 110.00, Avg.LenOfSnake: 9.67, Max.LenOfSnake:  20.00 Time: 04:34:32 \n",
      "Ep.:   5370, Loss: 8.803, Avg.Score: 120.00, Avg.LenOfSnake: 10.00, Max.LenOfSnake:  18.00 Time: 04:34:54 \n",
      "Ep.:   5380, Loss: 10.181, Avg.Score: 114.00, Avg.LenOfSnake: 9.80, Max.LenOfSnake:  16.00 Time: 04:35:15 \n",
      "Ep.:   5390, Loss: 9.451, Avg.Score: 112.00, Avg.LenOfSnake: 9.73, Max.LenOfSnake:  22.00 Time: 04:35:36 \n",
      "Ep.:   5400, Loss: 9.764, Avg.Score: 121.00, Avg.LenOfSnake: 10.03, Max.LenOfSnake:  20.00 Time: 04:35:57 \n",
      "Ep.:   5410, Loss: 8.749, Avg.Score: 100.00, Avg.LenOfSnake: 9.33, Max.LenOfSnake:  17.00 Time: 04:36:16 \n",
      "Ep.:   5420, Loss: 9.450, Avg.Score: 91.00, Avg.LenOfSnake: 9.03, Max.LenOfSnake:  17.00 Time: 04:36:38 \n",
      "Ep.:   5430, Loss: 10.117, Avg.Score: 121.00, Avg.LenOfSnake: 10.03, Max.LenOfSnake:  19.00 Time: 04:37:01 \n",
      "Ep.:   5440, Loss: 8.839, Avg.Score: 127.00, Avg.LenOfSnake: 10.23, Max.LenOfSnake:  18.00 Time: 04:37:23 \n",
      "Ep.:   5450, Loss: 10.966, Avg.Score: 115.00, Avg.LenOfSnake: 9.83, Max.LenOfSnake:  25.00 Time: 04:37:45 \n",
      "Ep.:   5460, Loss: 9.414, Avg.Score: 126.00, Avg.LenOfSnake: 10.20, Max.LenOfSnake:  23.00 Time: 04:38:10 \n",
      "Ep.:   5470, Loss: 10.945, Avg.Score: 156.00, Avg.LenOfSnake: 11.20, Max.LenOfSnake:  19.00 Time: 04:38:33 \n",
      "Ep.:   5480, Loss: 9.821, Avg.Score: 155.00, Avg.LenOfSnake: 11.17, Max.LenOfSnake:  26.00 Time: 04:39:08 \n",
      "Ep.:   5490, Loss: 8.453, Avg.Score: 138.00, Avg.LenOfSnake: 10.60, Max.LenOfSnake:  24.00 Time: 04:39:31 \n",
      "Ep.:   5500, Loss: 10.000, Avg.Score: 88.00, Avg.LenOfSnake: 8.93, Max.LenOfSnake:  23.00 Time: 04:39:52 \n",
      "Ep.:   5510, Loss: 8.858, Avg.Score: 138.00, Avg.LenOfSnake: 10.60, Max.LenOfSnake:  18.00 Time: 04:40:20 \n",
      "Ep.:   5520, Loss: 9.523, Avg.Score: 128.00, Avg.LenOfSnake: 10.27, Max.LenOfSnake:  27.00 Time: 04:40:42 \n",
      "Ep.:   5530, Loss: 9.315, Avg.Score: 129.00, Avg.LenOfSnake: 10.30, Max.LenOfSnake:  21.00 Time: 04:41:05 \n",
      "Ep.:   5540, Loss: 10.470, Avg.Score: 138.00, Avg.LenOfSnake: 10.60, Max.LenOfSnake:  20.00 Time: 04:41:29 \n",
      "Ep.:   5550, Loss: 9.709, Avg.Score: 140.00, Avg.LenOfSnake: 10.67, Max.LenOfSnake:  20.00 Time: 04:41:53 \n",
      "Ep.:   5560, Loss: 10.426, Avg.Score: 128.00, Avg.LenOfSnake: 10.27, Max.LenOfSnake:  19.00 Time: 04:42:18 \n",
      "Ep.:   5570, Loss: 9.342, Avg.Score: 90.00, Avg.LenOfSnake: 9.00, Max.LenOfSnake:  18.00 Time: 04:42:40 \n",
      "Ep.:   5580, Loss: 10.284, Avg.Score: 143.00, Avg.LenOfSnake: 10.77, Max.LenOfSnake:  22.00 Time: 04:43:02 \n",
      "Ep.:   5590, Loss: 10.094, Avg.Score: 146.00, Avg.LenOfSnake: 10.87, Max.LenOfSnake:  21.00 Time: 04:43:25 \n",
      "Ep.:   5600, Loss: 10.088, Avg.Score: 101.00, Avg.LenOfSnake: 9.37, Max.LenOfSnake:  19.00 Time: 04:43:46 \n",
      "Ep.:   5610, Loss: 12.817, Avg.Score: 83.00, Avg.LenOfSnake: 8.77, Max.LenOfSnake:  15.00 Time: 04:44:07 \n",
      "Ep.:   5620, Loss: 9.424, Avg.Score: 122.00, Avg.LenOfSnake: 10.07, Max.LenOfSnake:  23.00 Time: 04:44:29 \n",
      "Ep.:   5630, Loss: 9.793, Avg.Score: 84.00, Avg.LenOfSnake: 8.80, Max.LenOfSnake:  19.00 Time: 04:44:51 \n",
      "Ep.:   5640, Loss: 9.055, Avg.Score: 134.00, Avg.LenOfSnake: 10.47, Max.LenOfSnake:  20.00 Time: 04:45:12 \n",
      "Ep.:   5650, Loss: 10.447, Avg.Score: 91.00, Avg.LenOfSnake: 9.03, Max.LenOfSnake:  18.00 Time: 04:45:34 \n",
      "Ep.:   5660, Loss: 10.144, Avg.Score: 132.00, Avg.LenOfSnake: 10.40, Max.LenOfSnake:  18.00 Time: 04:45:56 \n",
      "Ep.:   5670, Loss: 9.787, Avg.Score: 149.00, Avg.LenOfSnake: 10.97, Max.LenOfSnake:  34.00 Time: 04:46:17 \n",
      "Ep.:   5680, Loss: 9.712, Avg.Score: 92.00, Avg.LenOfSnake: 9.07, Max.LenOfSnake:  16.00 Time: 04:46:40 \n",
      "Ep.:   5690, Loss: 10.900, Avg.Score: 135.00, Avg.LenOfSnake: 10.50, Max.LenOfSnake:  19.00 Time: 04:47:02 \n",
      "Ep.:   5700, Loss: 11.388, Avg.Score: 98.00, Avg.LenOfSnake: 9.27, Max.LenOfSnake:  20.00 Time: 04:47:24 \n",
      "Ep.:   5710, Loss: 11.630, Avg.Score: 103.00, Avg.LenOfSnake: 9.43, Max.LenOfSnake:  18.00 Time: 04:47:44 \n",
      "Ep.:   5720, Loss: 10.125, Avg.Score: 101.00, Avg.LenOfSnake: 9.37, Max.LenOfSnake:  18.00 Time: 04:48:04 \n",
      "Ep.:   5730, Loss: 10.298, Avg.Score: 116.00, Avg.LenOfSnake: 9.87, Max.LenOfSnake:  21.00 Time: 04:48:25 \n",
      "Ep.:   5740, Loss: 9.199, Avg.Score: 97.00, Avg.LenOfSnake: 9.23, Max.LenOfSnake:  18.00 Time: 04:48:46 \n",
      "Ep.:   5750, Loss: 11.531, Avg.Score: 124.00, Avg.LenOfSnake: 10.13, Max.LenOfSnake:  21.00 Time: 04:49:06 \n",
      "Ep.:   5760, Loss: 8.821, Avg.Score: 80.00, Avg.LenOfSnake: 8.67, Max.LenOfSnake:  15.00 Time: 04:49:25 \n",
      "Ep.:   5770, Loss: 10.831, Avg.Score: 133.00, Avg.LenOfSnake: 10.43, Max.LenOfSnake:  22.00 Time: 04:49:46 \n",
      "Ep.:   5780, Loss: 10.445, Avg.Score: 133.00, Avg.LenOfSnake: 10.43, Max.LenOfSnake:  24.00 Time: 04:50:08 \n",
      "Ep.:   5790, Loss: 11.329, Avg.Score: 81.00, Avg.LenOfSnake: 8.70, Max.LenOfSnake:  17.00 Time: 04:50:28 \n",
      "Ep.:   5800, Loss: 9.273, Avg.Score: 74.00, Avg.LenOfSnake: 8.47, Max.LenOfSnake:  18.00 Time: 04:50:49 \n",
      "Ep.:   5810, Loss: 9.422, Avg.Score: 28.00, Avg.LenOfSnake: 6.93, Max.LenOfSnake:  12.00 Time: 04:51:12 \n",
      "Ep.:   5820, Loss: 10.504, Avg.Score: 117.00, Avg.LenOfSnake: 9.90, Max.LenOfSnake:  22.00 Time: 04:51:34 \n",
      "Ep.:   5830, Loss: 11.601, Avg.Score: 112.00, Avg.LenOfSnake: 9.73, Max.LenOfSnake:  19.00 Time: 04:51:56 \n",
      "Ep.:   5840, Loss: 10.964, Avg.Score: 113.00, Avg.LenOfSnake: 9.77, Max.LenOfSnake:  15.00 Time: 04:52:16 \n",
      "Ep.:   5850, Loss: 11.228, Avg.Score: 143.00, Avg.LenOfSnake: 10.77, Max.LenOfSnake:  22.00 Time: 04:52:38 \n",
      "Ep.:   5860, Loss: 9.472, Avg.Score: 98.00, Avg.LenOfSnake: 9.27, Max.LenOfSnake:  20.00 Time: 04:53:00 \n",
      "Ep.:   5870, Loss: 10.063, Avg.Score: 131.00, Avg.LenOfSnake: 10.37, Max.LenOfSnake:  22.00 Time: 04:53:23 \n",
      "Ep.:   5880, Loss: 11.039, Avg.Score: 167.00, Avg.LenOfSnake: 11.57, Max.LenOfSnake:  23.00 Time: 04:53:46 \n",
      "Ep.:   5890, Loss: 10.480, Avg.Score: 117.00, Avg.LenOfSnake: 9.90, Max.LenOfSnake:  22.00 Time: 04:54:08 \n",
      "Ep.:   5900, Loss: 9.619, Avg.Score: 133.00, Avg.LenOfSnake: 10.43, Max.LenOfSnake:  20.00 Time: 04:54:29 \n",
      "Ep.:   5910, Loss: 9.498, Avg.Score: 124.00, Avg.LenOfSnake: 10.13, Max.LenOfSnake:  23.00 Time: 04:54:51 \n",
      "Ep.:   5920, Loss: 10.959, Avg.Score: 114.00, Avg.LenOfSnake: 9.80, Max.LenOfSnake:  16.00 Time: 04:55:13 \n",
      "Ep.:   5930, Loss: 11.890, Avg.Score: 88.00, Avg.LenOfSnake: 8.93, Max.LenOfSnake:  16.00 Time: 04:55:35 \n",
      "Ep.:   5940, Loss: 11.401, Avg.Score: 136.00, Avg.LenOfSnake: 10.53, Max.LenOfSnake:  19.00 Time: 04:55:57 \n",
      "Ep.:   5950, Loss: 10.016, Avg.Score: 117.00, Avg.LenOfSnake: 9.90, Max.LenOfSnake:  24.00 Time: 04:56:19 \n",
      "Ep.:   5960, Loss: 8.938, Avg.Score: 99.00, Avg.LenOfSnake: 9.30, Max.LenOfSnake:  17.00 Time: 04:56:40 \n",
      "Ep.:   5970, Loss: 10.196, Avg.Score: 97.00, Avg.LenOfSnake: 9.23, Max.LenOfSnake:  20.00 Time: 04:57:03 \n",
      "Ep.:   5980, Loss: 10.910, Avg.Score: 174.00, Avg.LenOfSnake: 11.80, Max.LenOfSnake:  23.00 Time: 04:57:25 \n",
      "Ep.:   5990, Loss: 9.487, Avg.Score: 142.00, Avg.LenOfSnake: 10.73, Max.LenOfSnake:  21.00 Time: 04:57:46 \n",
      "Ep.:   6000, Loss: 9.687, Avg.Score: 96.00, Avg.LenOfSnake: 9.20, Max.LenOfSnake:  20.00 Time: 04:58:07 \n",
      "Ep.:   6010, Loss: 8.974, Avg.Score: 83.00, Avg.LenOfSnake: 8.77, Max.LenOfSnake:  18.00 Time: 04:58:28 \n",
      "Ep.:   6020, Loss: 9.419, Avg.Score: 94.00, Avg.LenOfSnake: 9.13, Max.LenOfSnake:  17.00 Time: 04:58:48 \n",
      "Ep.:   6030, Loss: 10.517, Avg.Score: 83.00, Avg.LenOfSnake: 8.77, Max.LenOfSnake:  18.00 Time: 04:59:09 \n",
      "Ep.:   6040, Loss: 10.328, Avg.Score: 115.00, Avg.LenOfSnake: 9.83, Max.LenOfSnake:  19.00 Time: 04:59:31 \n",
      "Ep.:   6050, Loss: 10.118, Avg.Score: 164.00, Avg.LenOfSnake: 11.47, Max.LenOfSnake:  20.00 Time: 04:59:53 \n",
      "Ep.:   6060, Loss: 10.476, Avg.Score: 182.00, Avg.LenOfSnake: 12.07, Max.LenOfSnake:  29.00 Time: 05:00:16 \n",
      "Ep.:   6070, Loss: 10.020, Avg.Score: 152.00, Avg.LenOfSnake: 11.07, Max.LenOfSnake:  23.00 Time: 05:00:38 \n",
      "Ep.:   6080, Loss: 10.811, Avg.Score: 133.00, Avg.LenOfSnake: 10.43, Max.LenOfSnake:  24.00 Time: 05:01:00 \n",
      "Ep.:   6090, Loss: 9.332, Avg.Score: 101.00, Avg.LenOfSnake: 9.37, Max.LenOfSnake:  22.00 Time: 05:01:22 \n",
      "Ep.:   6100, Loss: 9.889, Avg.Score: 128.00, Avg.LenOfSnake: 10.27, Max.LenOfSnake:  20.00 Time: 05:01:44 \n",
      "Ep.:   6110, Loss: 9.031, Avg.Score: 162.00, Avg.LenOfSnake: 11.40, Max.LenOfSnake:  27.00 Time: 05:02:07 \n",
      "Ep.:   6120, Loss: 11.441, Avg.Score: 119.00, Avg.LenOfSnake: 9.97, Max.LenOfSnake:  18.00 Time: 05:02:31 \n",
      "Ep.:   6130, Loss: 9.754, Avg.Score: 123.00, Avg.LenOfSnake: 10.10, Max.LenOfSnake:  21.00 Time: 05:02:53 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:   6140, Loss: 11.901, Avg.Score: 148.00, Avg.LenOfSnake: 10.93, Max.LenOfSnake:  24.00 Time: 05:03:15 \n",
      "Ep.:   6150, Loss: 10.547, Avg.Score: 128.00, Avg.LenOfSnake: 10.27, Max.LenOfSnake:  18.00 Time: 05:03:39 \n",
      "Ep.:   6160, Loss: 10.763, Avg.Score: 104.00, Avg.LenOfSnake: 9.47, Max.LenOfSnake:  16.00 Time: 05:04:06 \n",
      "Ep.:   6170, Loss: 9.719, Avg.Score: 114.00, Avg.LenOfSnake: 9.80, Max.LenOfSnake:  27.00 Time: 05:04:32 \n",
      "Ep.:   6180, Loss: 10.618, Avg.Score: 103.00, Avg.LenOfSnake: 9.43, Max.LenOfSnake:  20.00 Time: 05:05:08 \n",
      "Ep.:   6190, Loss: 11.126, Avg.Score: 106.00, Avg.LenOfSnake: 9.53, Max.LenOfSnake:  20.00 Time: 05:05:36 \n",
      "Ep.:   6200, Loss: 10.347, Avg.Score: 82.00, Avg.LenOfSnake: 8.73, Max.LenOfSnake:  14.00 Time: 05:06:01 \n",
      "Ep.:   6210, Loss: 9.953, Avg.Score: 75.00, Avg.LenOfSnake: 8.50, Max.LenOfSnake:  14.00 Time: 05:06:21 \n",
      "Ep.:   6220, Loss: 11.121, Avg.Score: 93.00, Avg.LenOfSnake: 9.10, Max.LenOfSnake:  21.00 Time: 05:06:42 \n",
      "Ep.:   6230, Loss: 11.203, Avg.Score: 118.00, Avg.LenOfSnake: 9.93, Max.LenOfSnake:  21.00 Time: 05:07:05 \n",
      "Ep.:   6240, Loss: 11.031, Avg.Score: 112.00, Avg.LenOfSnake: 9.73, Max.LenOfSnake:  21.00 Time: 05:07:27 \n",
      "Ep.:   6250, Loss: 9.270, Avg.Score: 91.00, Avg.LenOfSnake: 9.03, Max.LenOfSnake:  15.00 Time: 05:07:47 \n",
      "Ep.:   6260, Loss: 10.735, Avg.Score: 95.00, Avg.LenOfSnake: 9.17, Max.LenOfSnake:  21.00 Time: 05:08:07 \n",
      "Ep.:   6270, Loss: 10.030, Avg.Score: 150.00, Avg.LenOfSnake: 11.00, Max.LenOfSnake:  23.00 Time: 05:08:29 \n",
      "Ep.:   6280, Loss: 10.192, Avg.Score: 131.00, Avg.LenOfSnake: 10.37, Max.LenOfSnake:  29.00 Time: 05:08:51 \n",
      "Ep.:   6290, Loss: 11.300, Avg.Score: 100.00, Avg.LenOfSnake: 9.33, Max.LenOfSnake:  17.00 Time: 05:09:12 \n",
      "Ep.:   6300, Loss: 10.592, Avg.Score: 115.00, Avg.LenOfSnake: 9.83, Max.LenOfSnake:  20.00 Time: 05:09:32 \n",
      "Ep.:   6310, Loss: 9.046, Avg.Score: 104.00, Avg.LenOfSnake: 9.47, Max.LenOfSnake:  15.00 Time: 05:09:53 \n",
      "Ep.:   6320, Loss: 10.164, Avg.Score: 158.00, Avg.LenOfSnake: 11.27, Max.LenOfSnake:  22.00 Time: 05:10:15 \n",
      "Ep.:   6330, Loss: 9.273, Avg.Score: 91.00, Avg.LenOfSnake: 9.03, Max.LenOfSnake:  16.00 Time: 05:10:36 \n",
      "Ep.:   6340, Loss: 11.473, Avg.Score: 135.00, Avg.LenOfSnake: 10.50, Max.LenOfSnake:  20.00 Time: 05:10:58 \n",
      "Ep.:   6350, Loss: 9.539, Avg.Score: 121.00, Avg.LenOfSnake: 10.03, Max.LenOfSnake:  17.00 Time: 05:11:20 \n",
      "Ep.:   6360, Loss: 10.155, Avg.Score: 78.00, Avg.LenOfSnake: 8.60, Max.LenOfSnake:  20.00 Time: 05:11:42 \n",
      "Ep.:   6370, Loss: 10.624, Avg.Score: 112.00, Avg.LenOfSnake: 9.73, Max.LenOfSnake:  21.00 Time: 05:12:04 \n",
      "Ep.:   6380, Loss: 9.457, Avg.Score: 103.00, Avg.LenOfSnake: 9.43, Max.LenOfSnake:  18.00 Time: 05:12:24 \n",
      "Ep.:   6390, Loss: 10.426, Avg.Score: 84.00, Avg.LenOfSnake: 8.80, Max.LenOfSnake:  21.00 Time: 05:12:45 \n",
      "Ep.:   6400, Loss: 10.712, Avg.Score: 159.00, Avg.LenOfSnake: 11.30, Max.LenOfSnake:  24.00 Time: 05:13:07 \n",
      "Ep.:   6410, Loss: 10.954, Avg.Score: 108.00, Avg.LenOfSnake: 9.60, Max.LenOfSnake:  17.00 Time: 05:13:28 \n",
      "Ep.:   6420, Loss: 10.729, Avg.Score: 104.00, Avg.LenOfSnake: 9.47, Max.LenOfSnake:  20.00 Time: 05:13:49 \n",
      "Ep.:   6430, Loss: 9.798, Avg.Score: 138.00, Avg.LenOfSnake: 10.60, Max.LenOfSnake:  21.00 Time: 05:14:11 \n",
      "Ep.:   6440, Loss: 11.336, Avg.Score: 121.00, Avg.LenOfSnake: 10.03, Max.LenOfSnake:  16.00 Time: 05:14:34 \n",
      "Ep.:   6450, Loss: 8.849, Avg.Score: 112.00, Avg.LenOfSnake: 9.73, Max.LenOfSnake:  22.00 Time: 05:14:55 \n",
      "Ep.:   6460, Loss: 11.685, Avg.Score: 141.00, Avg.LenOfSnake: 10.70, Max.LenOfSnake:  24.00 Time: 05:15:18 \n",
      "Ep.:   6470, Loss: 9.774, Avg.Score: 105.00, Avg.LenOfSnake: 9.50, Max.LenOfSnake:  19.00 Time: 05:15:38 \n",
      "Ep.:   6480, Loss: 9.434, Avg.Score: 96.00, Avg.LenOfSnake: 9.20, Max.LenOfSnake:  22.00 Time: 05:16:01 \n",
      "Ep.:   6490, Loss: 11.128, Avg.Score: 75.00, Avg.LenOfSnake: 8.50, Max.LenOfSnake:  19.00 Time: 05:16:22 \n",
      "Ep.:   6500, Loss: 9.584, Avg.Score: 132.00, Avg.LenOfSnake: 10.40, Max.LenOfSnake:  29.00 Time: 05:16:44 \n",
      "Ep.:   6510, Loss: 9.880, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  22.00 Time: 05:17:06 \n",
      "Ep.:   6520, Loss: 10.982, Avg.Score: 102.00, Avg.LenOfSnake: 9.40, Max.LenOfSnake:  17.00 Time: 05:17:29 \n",
      "Ep.:   6530, Loss: 9.055, Avg.Score: 110.00, Avg.LenOfSnake: 9.67, Max.LenOfSnake:  20.00 Time: 05:17:51 \n",
      "Ep.:   6540, Loss: 10.742, Avg.Score: 140.00, Avg.LenOfSnake: 10.67, Max.LenOfSnake:  22.00 Time: 05:18:12 \n",
      "Ep.:   6550, Loss: 10.150, Avg.Score: 134.00, Avg.LenOfSnake: 10.47, Max.LenOfSnake:  24.00 Time: 05:18:34 \n",
      "Ep.:   6560, Loss: 9.235, Avg.Score: 130.00, Avg.LenOfSnake: 10.33, Max.LenOfSnake:  21.00 Time: 05:18:56 \n",
      "Ep.:   6570, Loss: 9.647, Avg.Score: 106.00, Avg.LenOfSnake: 9.53, Max.LenOfSnake:  19.00 Time: 05:19:17 \n",
      "Ep.:   6580, Loss: 11.072, Avg.Score: 89.00, Avg.LenOfSnake: 8.97, Max.LenOfSnake:  17.00 Time: 05:19:40 \n",
      "Ep.:   6590, Loss: 10.412, Avg.Score: 110.00, Avg.LenOfSnake: 9.67, Max.LenOfSnake:  18.00 Time: 05:20:01 \n",
      "Ep.:   6600, Loss: 9.672, Avg.Score: 157.00, Avg.LenOfSnake: 11.23, Max.LenOfSnake:  21.00 Time: 05:20:23 \n",
      "Ep.:   6610, Loss: 10.487, Avg.Score: 157.00, Avg.LenOfSnake: 11.23, Max.LenOfSnake:  27.00 Time: 05:20:44 \n",
      "Ep.:   6620, Loss: 10.005, Avg.Score: 106.00, Avg.LenOfSnake: 9.53, Max.LenOfSnake:  16.00 Time: 05:21:06 \n",
      "Ep.:   6630, Loss: 9.760, Avg.Score: 121.00, Avg.LenOfSnake: 10.03, Max.LenOfSnake:  21.00 Time: 05:21:27 \n",
      "Ep.:   6640, Loss: 10.195, Avg.Score: 106.00, Avg.LenOfSnake: 9.53, Max.LenOfSnake:  18.00 Time: 05:21:49 \n",
      "Ep.:   6650, Loss: 10.553, Avg.Score: 81.00, Avg.LenOfSnake: 8.70, Max.LenOfSnake:  19.00 Time: 05:22:10 \n",
      "Ep.:   6660, Loss: 10.008, Avg.Score: 144.00, Avg.LenOfSnake: 10.80, Max.LenOfSnake:  18.00 Time: 05:22:33 \n",
      "Ep.:   6670, Loss: 10.253, Avg.Score: 92.00, Avg.LenOfSnake: 9.07, Max.LenOfSnake:  15.00 Time: 05:22:55 \n",
      "Ep.:   6680, Loss: 10.598, Avg.Score: 165.00, Avg.LenOfSnake: 11.50, Max.LenOfSnake:  25.00 Time: 05:23:17 \n",
      "Ep.:   6690, Loss: 9.709, Avg.Score: 144.00, Avg.LenOfSnake: 10.80, Max.LenOfSnake:  22.00 Time: 05:23:38 \n",
      "Ep.:   6700, Loss: 9.603, Avg.Score: 97.00, Avg.LenOfSnake: 9.23, Max.LenOfSnake:  19.00 Time: 05:24:00 \n",
      "Ep.:   6710, Loss: 9.691, Avg.Score: 134.00, Avg.LenOfSnake: 10.47, Max.LenOfSnake:  20.00 Time: 05:24:24 \n",
      "Ep.:   6720, Loss: 9.552, Avg.Score: 113.00, Avg.LenOfSnake: 9.77, Max.LenOfSnake:  16.00 Time: 05:24:46 \n",
      "Ep.:   6730, Loss: 10.692, Avg.Score: 139.00, Avg.LenOfSnake: 10.63, Max.LenOfSnake:  20.00 Time: 05:25:09 \n",
      "Ep.:   6740, Loss: 9.743, Avg.Score: 113.00, Avg.LenOfSnake: 9.77, Max.LenOfSnake:  20.00 Time: 05:25:31 \n",
      "Ep.:   6750, Loss: 10.039, Avg.Score: 125.00, Avg.LenOfSnake: 10.17, Max.LenOfSnake:  20.00 Time: 05:25:53 \n",
      "Ep.:   6760, Loss: 9.694, Avg.Score: 128.00, Avg.LenOfSnake: 10.27, Max.LenOfSnake:  19.00 Time: 05:26:16 \n",
      "Ep.:   6770, Loss: 9.668, Avg.Score: 106.00, Avg.LenOfSnake: 9.53, Max.LenOfSnake:  20.00 Time: 05:26:37 \n",
      "Ep.:   6780, Loss: 10.267, Avg.Score: 100.00, Avg.LenOfSnake: 9.33, Max.LenOfSnake:  19.00 Time: 05:26:58 \n",
      "Ep.:   6790, Loss: 9.471, Avg.Score: 108.00, Avg.LenOfSnake: 9.60, Max.LenOfSnake:  23.00 Time: 05:27:19 \n",
      "Ep.:   6800, Loss: 9.631, Avg.Score: 140.00, Avg.LenOfSnake: 10.67, Max.LenOfSnake:  21.00 Time: 05:27:42 \n",
      "Ep.:   6810, Loss: 9.977, Avg.Score: 90.00, Avg.LenOfSnake: 9.00, Max.LenOfSnake:  18.00 Time: 05:28:04 \n",
      "Ep.:   6820, Loss: 10.385, Avg.Score: 114.00, Avg.LenOfSnake: 9.80, Max.LenOfSnake:  20.00 Time: 05:28:27 \n",
      "Ep.:   6830, Loss: 10.071, Avg.Score: 83.00, Avg.LenOfSnake: 8.77, Max.LenOfSnake:  16.00 Time: 05:28:49 \n",
      "Ep.:   6840, Loss: 10.552, Avg.Score: 170.00, Avg.LenOfSnake: 11.67, Max.LenOfSnake:  19.00 Time: 05:29:10 \n",
      "Ep.:   6850, Loss: 10.432, Avg.Score: 186.00, Avg.LenOfSnake: 12.20, Max.LenOfSnake:  25.00 Time: 05:29:34 \n",
      "Ep.:   6860, Loss: 10.164, Avg.Score: 158.00, Avg.LenOfSnake: 11.27, Max.LenOfSnake:  23.00 Time: 05:29:57 \n",
      "Ep.:   6870, Loss: 10.254, Avg.Score: 159.00, Avg.LenOfSnake: 11.30, Max.LenOfSnake:  22.00 Time: 05:30:20 \n",
      "Ep.:   6880, Loss: 10.836, Avg.Score: 115.00, Avg.LenOfSnake: 9.83, Max.LenOfSnake:  22.00 Time: 05:30:42 \n",
      "Ep.:   6890, Loss: 9.297, Avg.Score: 123.00, Avg.LenOfSnake: 10.10, Max.LenOfSnake:  20.00 Time: 05:31:05 \n",
      "Ep.:   6900, Loss: 9.861, Avg.Score: 121.00, Avg.LenOfSnake: 10.03, Max.LenOfSnake:  23.00 Time: 05:31:27 \n",
      "Ep.:   6910, Loss: 10.200, Avg.Score: 143.00, Avg.LenOfSnake: 10.77, Max.LenOfSnake:  23.00 Time: 05:31:48 \n",
      "Ep.:   6920, Loss: 10.452, Avg.Score: 150.00, Avg.LenOfSnake: 11.00, Max.LenOfSnake:  20.00 Time: 05:32:11 \n",
      "Ep.:   6930, Loss: 11.458, Avg.Score: 153.00, Avg.LenOfSnake: 11.10, Max.LenOfSnake:  24.00 Time: 05:32:33 \n",
      "Ep.:   6940, Loss: 10.367, Avg.Score: 121.00, Avg.LenOfSnake: 10.03, Max.LenOfSnake:  18.00 Time: 05:32:55 \n",
      "Ep.:   6950, Loss: 9.078, Avg.Score: 112.00, Avg.LenOfSnake: 9.73, Max.LenOfSnake:  25.00 Time: 05:33:16 \n",
      "Ep.:   6960, Loss: 10.170, Avg.Score: 148.00, Avg.LenOfSnake: 10.93, Max.LenOfSnake:  21.00 Time: 05:33:37 \n",
      "Ep.:   6970, Loss: 10.159, Avg.Score: 186.00, Avg.LenOfSnake: 12.20, Max.LenOfSnake:  24.00 Time: 05:34:01 \n",
      "Ep.:   6980, Loss: 10.363, Avg.Score: 146.00, Avg.LenOfSnake: 10.87, Max.LenOfSnake:  19.00 Time: 05:34:23 \n",
      "Ep.:   6990, Loss: 10.636, Avg.Score: 110.00, Avg.LenOfSnake: 9.67, Max.LenOfSnake:  17.00 Time: 05:34:47 \n",
      "Ep.:   7000, Loss: 10.319, Avg.Score: 96.00, Avg.LenOfSnake: 9.20, Max.LenOfSnake:  18.00 Time: 05:35:08 \n",
      "Ep.:   7010, Loss: 10.160, Avg.Score: 138.00, Avg.LenOfSnake: 10.60, Max.LenOfSnake:  21.00 Time: 05:35:33 \n",
      "Ep.:   7020, Loss: 9.303, Avg.Score: 70.00, Avg.LenOfSnake: 8.33, Max.LenOfSnake:  22.00 Time: 05:35:54 \n",
      "Ep.:   7030, Loss: 10.543, Avg.Score: 142.00, Avg.LenOfSnake: 10.73, Max.LenOfSnake:  23.00 Time: 05:36:18 \n",
      "Ep.:   7040, Loss: 10.732, Avg.Score: 134.00, Avg.LenOfSnake: 10.47, Max.LenOfSnake:  20.00 Time: 05:36:43 \n",
      "Ep.:   7050, Loss: 10.268, Avg.Score: 115.00, Avg.LenOfSnake: 9.83, Max.LenOfSnake:  17.00 Time: 05:37:05 \n",
      "Ep.:   7060, Loss: 10.391, Avg.Score: 121.00, Avg.LenOfSnake: 10.03, Max.LenOfSnake:  21.00 Time: 05:37:27 \n",
      "Ep.:   7070, Loss: 9.633, Avg.Score: 103.00, Avg.LenOfSnake: 9.43, Max.LenOfSnake:  22.00 Time: 05:37:49 \n",
      "Ep.:   7080, Loss: 10.190, Avg.Score: 91.00, Avg.LenOfSnake: 9.03, Max.LenOfSnake:  21.00 Time: 05:38:11 \n",
      "Ep.:   7090, Loss: 9.585, Avg.Score: 122.00, Avg.LenOfSnake: 10.07, Max.LenOfSnake:  21.00 Time: 05:38:35 \n",
      "Ep.:   7100, Loss: 10.539, Avg.Score: 121.00, Avg.LenOfSnake: 10.03, Max.LenOfSnake:  22.00 Time: 05:38:57 \n",
      "Ep.:   7110, Loss: 9.886, Avg.Score: 104.00, Avg.LenOfSnake: 9.47, Max.LenOfSnake:  20.00 Time: 05:39:20 \n",
      "Ep.:   7120, Loss: 10.067, Avg.Score: 93.00, Avg.LenOfSnake: 9.10, Max.LenOfSnake:  15.00 Time: 05:39:43 \n",
      "Ep.:   7130, Loss: 10.874, Avg.Score: 158.00, Avg.LenOfSnake: 11.27, Max.LenOfSnake:  21.00 Time: 05:40:06 \n",
      "Ep.:   7140, Loss: 9.420, Avg.Score: 124.00, Avg.LenOfSnake: 10.13, Max.LenOfSnake:  21.00 Time: 05:40:28 \n",
      "Ep.:   7150, Loss: 11.169, Avg.Score: 128.00, Avg.LenOfSnake: 10.27, Max.LenOfSnake:  26.00 Time: 05:40:50 \n",
      "Ep.:   7160, Loss: 10.517, Avg.Score: 114.00, Avg.LenOfSnake: 9.80, Max.LenOfSnake:  20.00 Time: 05:41:13 \n",
      "Ep.:   7170, Loss: 11.188, Avg.Score: 124.00, Avg.LenOfSnake: 10.13, Max.LenOfSnake:  21.00 Time: 05:41:36 \n",
      "Ep.:   7180, Loss: 10.102, Avg.Score: 149.00, Avg.LenOfSnake: 10.97, Max.LenOfSnake:  20.00 Time: 05:42:01 \n",
      "Ep.:   7190, Loss: 9.852, Avg.Score: 177.00, Avg.LenOfSnake: 11.90, Max.LenOfSnake:  22.00 Time: 05:42:23 \n",
      "Ep.:   7200, Loss: 9.384, Avg.Score: 155.00, Avg.LenOfSnake: 11.17, Max.LenOfSnake:  19.00 Time: 05:42:47 \n",
      "Ep.:   7210, Loss: 9.612, Avg.Score: 135.00, Avg.LenOfSnake: 10.50, Max.LenOfSnake:  20.00 Time: 05:43:11 \n",
      "Ep.:   7220, Loss: 10.534, Avg.Score: 124.00, Avg.LenOfSnake: 10.13, Max.LenOfSnake:  18.00 Time: 05:43:36 \n",
      "Ep.:   7230, Loss: 10.047, Avg.Score: 128.00, Avg.LenOfSnake: 10.27, Max.LenOfSnake:  28.00 Time: 05:43:58 \n",
      "Ep.:   7240, Loss: 10.475, Avg.Score: 164.00, Avg.LenOfSnake: 11.47, Max.LenOfSnake:  21.00 Time: 05:44:22 \n",
      "Ep.:   7250, Loss: 9.922, Avg.Score: 128.00, Avg.LenOfSnake: 10.27, Max.LenOfSnake:  25.00 Time: 05:44:44 \n",
      "Ep.:   7260, Loss: 10.207, Avg.Score: 139.00, Avg.LenOfSnake: 10.63, Max.LenOfSnake:  21.00 Time: 05:45:07 \n",
      "Ep.:   7270, Loss: 10.475, Avg.Score: 140.00, Avg.LenOfSnake: 10.67, Max.LenOfSnake:  26.00 Time: 05:45:30 \n",
      "Ep.:   7280, Loss: 10.371, Avg.Score: 136.00, Avg.LenOfSnake: 10.53, Max.LenOfSnake:  23.00 Time: 05:45:53 \n",
      "Ep.:   7290, Loss: 10.449, Avg.Score: 113.00, Avg.LenOfSnake: 9.77, Max.LenOfSnake:  19.00 Time: 05:46:14 \n",
      "Ep.:   7300, Loss: 10.623, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  25.00 Time: 05:46:39 \n",
      "Ep.:   7310, Loss: 10.480, Avg.Score: 134.00, Avg.LenOfSnake: 10.47, Max.LenOfSnake:  17.00 Time: 05:47:02 \n",
      "Ep.:   7320, Loss: 10.378, Avg.Score: 112.00, Avg.LenOfSnake: 9.73, Max.LenOfSnake:  23.00 Time: 05:47:26 \n",
      "Ep.:   7330, Loss: 9.974, Avg.Score: 161.00, Avg.LenOfSnake: 11.37, Max.LenOfSnake:  19.00 Time: 05:47:49 \n",
      "Ep.:   7340, Loss: 9.266, Avg.Score: 115.00, Avg.LenOfSnake: 9.83, Max.LenOfSnake:  26.00 Time: 05:48:14 \n",
      "Ep.:   7350, Loss: 10.278, Avg.Score: 92.00, Avg.LenOfSnake: 9.07, Max.LenOfSnake:  17.00 Time: 05:48:40 \n",
      "Ep.:   7360, Loss: 10.162, Avg.Score: 189.00, Avg.LenOfSnake: 12.30, Max.LenOfSnake:  28.00 Time: 05:49:04 \n",
      "Ep.:   7370, Loss: 10.674, Avg.Score: 132.00, Avg.LenOfSnake: 10.40, Max.LenOfSnake:  24.00 Time: 05:49:27 \n",
      "Ep.:   7380, Loss: 10.103, Avg.Score: 175.00, Avg.LenOfSnake: 11.83, Max.LenOfSnake:  21.00 Time: 05:49:51 \n",
      "Ep.:   7390, Loss: 9.593, Avg.Score: 131.00, Avg.LenOfSnake: 10.37, Max.LenOfSnake:  25.00 Time: 05:50:17 \n",
      "Ep.:   7400, Loss: 10.046, Avg.Score: 128.00, Avg.LenOfSnake: 10.27, Max.LenOfSnake:  21.00 Time: 05:50:55 \n",
      "Ep.:   7410, Loss: 10.509, Avg.Score: 171.00, Avg.LenOfSnake: 11.70, Max.LenOfSnake:  22.00 Time: 05:51:50 \n",
      "Ep.:   7420, Loss: 10.278, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  31.00 Time: 05:52:18 \n",
      "Ep.:   7430, Loss: 9.954, Avg.Score: 160.00, Avg.LenOfSnake: 11.33, Max.LenOfSnake:  22.00 Time: 05:52:45 \n",
      "Ep.:   7440, Loss: 10.209, Avg.Score: 147.00, Avg.LenOfSnake: 10.90, Max.LenOfSnake:  27.00 Time: 05:53:19 \n",
      "Ep.:   7450, Loss: 9.110, Avg.Score: 123.00, Avg.LenOfSnake: 10.10, Max.LenOfSnake:  23.00 Time: 05:53:46 \n",
      "Ep.:   7460, Loss: 9.948, Avg.Score: 112.00, Avg.LenOfSnake: 9.73, Max.LenOfSnake:  23.00 Time: 05:54:11 \n",
      "Ep.:   7470, Loss: 8.988, Avg.Score: 124.00, Avg.LenOfSnake: 10.13, Max.LenOfSnake:  24.00 Time: 05:54:43 \n",
      "Ep.:   7480, Loss: 10.093, Avg.Score: 132.00, Avg.LenOfSnake: 10.40, Max.LenOfSnake:  19.00 Time: 05:55:09 \n",
      "Ep.:   7490, Loss: 9.528, Avg.Score: 147.00, Avg.LenOfSnake: 10.90, Max.LenOfSnake:  20.00 Time: 05:55:35 \n",
      "Ep.:   7500, Loss: 10.190, Avg.Score: 131.00, Avg.LenOfSnake: 10.37, Max.LenOfSnake:  24.00 Time: 05:56:00 \n",
      "Ep.:   7510, Loss: 9.904, Avg.Score: 135.00, Avg.LenOfSnake: 10.50, Max.LenOfSnake:  23.00 Time: 05:56:26 \n",
      "Ep.:   7520, Loss: 11.521, Avg.Score: 162.00, Avg.LenOfSnake: 11.40, Max.LenOfSnake:  24.00 Time: 05:56:55 \n",
      "Ep.:   7530, Loss: 9.757, Avg.Score: 152.00, Avg.LenOfSnake: 11.07, Max.LenOfSnake:  20.00 Time: 05:57:20 \n",
      "Ep.:   7540, Loss: 10.653, Avg.Score: 127.00, Avg.LenOfSnake: 10.23, Max.LenOfSnake:  23.00 Time: 05:57:45 \n",
      "Ep.:   7550, Loss: 9.574, Avg.Score: 98.00, Avg.LenOfSnake: 9.27, Max.LenOfSnake:  19.00 Time: 05:58:09 \n",
      "Ep.:   7560, Loss: 9.994, Avg.Score: 153.00, Avg.LenOfSnake: 11.10, Max.LenOfSnake:  21.00 Time: 05:58:34 \n",
      "Ep.:   7570, Loss: 10.551, Avg.Score: 164.00, Avg.LenOfSnake: 11.47, Max.LenOfSnake:  22.00 Time: 05:58:58 \n",
      "Ep.:   7580, Loss: 9.955, Avg.Score: 161.00, Avg.LenOfSnake: 11.37, Max.LenOfSnake:  25.00 Time: 05:59:22 \n",
      "Ep.:   7590, Loss: 9.867, Avg.Score: 99.00, Avg.LenOfSnake: 9.30, Max.LenOfSnake:  20.00 Time: 05:59:47 \n",
      "Ep.:   7600, Loss: 10.553, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  24.00 Time: 06:00:12 \n",
      "Ep.:   7610, Loss: 10.177, Avg.Score: 123.00, Avg.LenOfSnake: 10.10, Max.LenOfSnake:  19.00 Time: 06:00:36 \n",
      "Ep.:   7620, Loss: 9.927, Avg.Score: 103.00, Avg.LenOfSnake: 9.43, Max.LenOfSnake:  19.00 Time: 06:01:02 \n",
      "Ep.:   7630, Loss: 8.658, Avg.Score: 81.00, Avg.LenOfSnake: 8.70, Max.LenOfSnake:  19.00 Time: 06:01:25 \n",
      "Ep.:   7640, Loss: 10.349, Avg.Score: 124.00, Avg.LenOfSnake: 10.13, Max.LenOfSnake:  20.00 Time: 06:01:50 \n",
      "Ep.:   7650, Loss: 10.133, Avg.Score: 103.00, Avg.LenOfSnake: 9.43, Max.LenOfSnake:  15.00 Time: 06:02:15 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:   7660, Loss: 9.562, Avg.Score: 118.00, Avg.LenOfSnake: 9.93, Max.LenOfSnake:  19.00 Time: 06:02:42 \n",
      "Ep.:   7670, Loss: 10.844, Avg.Score: 139.00, Avg.LenOfSnake: 10.63, Max.LenOfSnake:  22.00 Time: 06:03:05 \n",
      "Ep.:   7680, Loss: 10.727, Avg.Score: 127.00, Avg.LenOfSnake: 10.23, Max.LenOfSnake:  18.00 Time: 06:03:34 \n",
      "Ep.:   7690, Loss: 9.818, Avg.Score: 111.00, Avg.LenOfSnake: 9.70, Max.LenOfSnake:  22.00 Time: 06:04:18 \n",
      "Ep.:   7700, Loss: 8.604, Avg.Score: 130.00, Avg.LenOfSnake: 10.33, Max.LenOfSnake:  21.00 Time: 06:05:01 \n",
      "Ep.:   7710, Loss: 9.848, Avg.Score: 103.00, Avg.LenOfSnake: 9.43, Max.LenOfSnake:  21.00 Time: 06:05:27 \n",
      "Ep.:   7720, Loss: 10.011, Avg.Score: 124.00, Avg.LenOfSnake: 10.13, Max.LenOfSnake:  18.00 Time: 06:05:54 \n",
      "Ep.:   7730, Loss: 9.189, Avg.Score: 111.00, Avg.LenOfSnake: 9.70, Max.LenOfSnake:  19.00 Time: 06:06:20 \n",
      "Ep.:   7740, Loss: 8.870, Avg.Score: 156.00, Avg.LenOfSnake: 11.20, Max.LenOfSnake:  17.00 Time: 06:06:45 \n",
      "Ep.:   7750, Loss: 10.316, Avg.Score: 153.00, Avg.LenOfSnake: 11.10, Max.LenOfSnake:  27.00 Time: 06:07:15 \n",
      "Ep.:   7760, Loss: 10.791, Avg.Score: 133.00, Avg.LenOfSnake: 10.43, Max.LenOfSnake:  23.00 Time: 06:07:42 \n",
      "Ep.:   7770, Loss: 11.112, Avg.Score: 98.00, Avg.LenOfSnake: 9.27, Max.LenOfSnake:  17.00 Time: 06:08:05 \n",
      "Ep.:   7780, Loss: 10.076, Avg.Score: 115.00, Avg.LenOfSnake: 9.83, Max.LenOfSnake:  19.00 Time: 06:08:31 \n",
      "Ep.:   7790, Loss: 9.447, Avg.Score: 68.00, Avg.LenOfSnake: 8.27, Max.LenOfSnake:  15.00 Time: 06:08:55 \n",
      "Ep.:   7800, Loss: 9.731, Avg.Score: 110.00, Avg.LenOfSnake: 9.67, Max.LenOfSnake:  17.00 Time: 06:09:22 \n",
      "Ep.:   7810, Loss: 11.421, Avg.Score: 117.00, Avg.LenOfSnake: 9.90, Max.LenOfSnake:  19.00 Time: 06:09:45 \n",
      "Ep.:   7820, Loss: 9.679, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  29.00 Time: 06:10:31 \n",
      "Ep.:   7830, Loss: 10.092, Avg.Score: 118.00, Avg.LenOfSnake: 9.93, Max.LenOfSnake:  17.00 Time: 06:11:05 \n",
      "Ep.:   7840, Loss: 9.481, Avg.Score: 66.00, Avg.LenOfSnake: 8.20, Max.LenOfSnake:  14.00 Time: 06:11:58 \n",
      "Ep.:   7850, Loss: 11.184, Avg.Score: 154.00, Avg.LenOfSnake: 11.13, Max.LenOfSnake:  23.00 Time: 06:12:23 \n",
      "Ep.:   7860, Loss: 10.745, Avg.Score: 144.00, Avg.LenOfSnake: 10.80, Max.LenOfSnake:  23.00 Time: 06:12:47 \n",
      "Ep.:   7870, Loss: 8.616, Avg.Score: 103.00, Avg.LenOfSnake: 9.43, Max.LenOfSnake:  16.00 Time: 06:13:10 \n",
      "Ep.:   7880, Loss: 11.737, Avg.Score: 135.00, Avg.LenOfSnake: 10.50, Max.LenOfSnake:  19.00 Time: 06:13:33 \n",
      "Ep.:   7890, Loss: 10.254, Avg.Score: 107.00, Avg.LenOfSnake: 9.57, Max.LenOfSnake:  17.00 Time: 06:14:16 \n",
      "Ep.:   7900, Loss: 9.908, Avg.Score: 88.00, Avg.LenOfSnake: 8.93, Max.LenOfSnake:  20.00 Time: 06:14:37 \n",
      "Ep.:   7910, Loss: 9.620, Avg.Score: 85.00, Avg.LenOfSnake: 8.83, Max.LenOfSnake:  19.00 Time: 06:15:05 \n",
      "Ep.:   7920, Loss: 11.268, Avg.Score: 116.00, Avg.LenOfSnake: 9.87, Max.LenOfSnake:  19.00 Time: 06:15:28 \n",
      "Ep.:   7930, Loss: 9.883, Avg.Score: 141.00, Avg.LenOfSnake: 10.70, Max.LenOfSnake:  27.00 Time: 06:15:51 \n",
      "Ep.:   7940, Loss: 9.536, Avg.Score: 156.00, Avg.LenOfSnake: 11.20, Max.LenOfSnake:  21.00 Time: 06:16:13 \n",
      "Ep.:   7950, Loss: 10.265, Avg.Score: 80.00, Avg.LenOfSnake: 8.67, Max.LenOfSnake:  17.00 Time: 06:16:35 \n",
      "Ep.:   7960, Loss: 12.815, Avg.Score: 107.00, Avg.LenOfSnake: 9.57, Max.LenOfSnake:  21.00 Time: 06:16:56 \n",
      "Ep.:   7970, Loss: 9.555, Avg.Score: 108.00, Avg.LenOfSnake: 9.60, Max.LenOfSnake:  17.00 Time: 06:17:18 \n",
      "Ep.:   7980, Loss: 9.841, Avg.Score: 107.00, Avg.LenOfSnake: 9.57, Max.LenOfSnake:  22.00 Time: 06:17:41 \n",
      "Ep.:   7990, Loss: 8.808, Avg.Score: 98.00, Avg.LenOfSnake: 9.27, Max.LenOfSnake:  18.00 Time: 06:18:03 \n",
      "Ep.:   8000, Loss: 8.917, Avg.Score: 85.00, Avg.LenOfSnake: 8.83, Max.LenOfSnake:  16.00 Time: 06:18:24 \n",
      "Ep.:   8010, Loss: 10.273, Avg.Score: 133.00, Avg.LenOfSnake: 10.43, Max.LenOfSnake:  22.00 Time: 06:18:45 \n",
      "Ep.:   8020, Loss: 10.809, Avg.Score: 119.00, Avg.LenOfSnake: 9.97, Max.LenOfSnake:  24.00 Time: 06:19:06 \n",
      "Ep.:   8030, Loss: 10.628, Avg.Score: 113.00, Avg.LenOfSnake: 9.77, Max.LenOfSnake:  18.00 Time: 06:19:29 \n",
      "Ep.:   8040, Loss: 11.526, Avg.Score: 133.00, Avg.LenOfSnake: 10.43, Max.LenOfSnake:  19.00 Time: 06:19:50 \n",
      "Ep.:   8050, Loss: 10.502, Avg.Score: 80.00, Avg.LenOfSnake: 8.67, Max.LenOfSnake:  17.00 Time: 06:20:24 \n",
      "Ep.:   8060, Loss: 10.946, Avg.Score: 92.00, Avg.LenOfSnake: 9.07, Max.LenOfSnake:  19.00 Time: 06:20:45 \n",
      "Ep.:   8070, Loss: 9.968, Avg.Score: 72.00, Avg.LenOfSnake: 8.40, Max.LenOfSnake:  26.00 Time: 06:21:06 \n",
      "Ep.:   8080, Loss: 8.724, Avg.Score: 105.00, Avg.LenOfSnake: 9.50, Max.LenOfSnake:  20.00 Time: 06:21:26 \n",
      "Ep.:   8090, Loss: 8.965, Avg.Score: 130.00, Avg.LenOfSnake: 10.33, Max.LenOfSnake:  22.00 Time: 06:21:48 \n",
      "Ep.:   8100, Loss: 9.408, Avg.Score: 134.00, Avg.LenOfSnake: 10.47, Max.LenOfSnake:  19.00 Time: 06:22:13 \n",
      "Ep.:   8110, Loss: 10.447, Avg.Score: 77.00, Avg.LenOfSnake: 8.57, Max.LenOfSnake:  16.00 Time: 06:22:35 \n",
      "Ep.:   8120, Loss: 12.238, Avg.Score: 125.00, Avg.LenOfSnake: 10.17, Max.LenOfSnake:  20.00 Time: 06:22:54 \n",
      "Ep.:   8130, Loss: 9.400, Avg.Score: 102.00, Avg.LenOfSnake: 9.40, Max.LenOfSnake:  17.00 Time: 06:23:16 \n",
      "Ep.:   8140, Loss: 10.323, Avg.Score: 90.00, Avg.LenOfSnake: 9.00, Max.LenOfSnake:  19.00 Time: 06:23:39 \n",
      "Ep.:   8150, Loss: 9.624, Avg.Score: 141.00, Avg.LenOfSnake: 10.70, Max.LenOfSnake:  19.00 Time: 06:24:05 \n",
      "Ep.:   8160, Loss: 10.439, Avg.Score: 89.00, Avg.LenOfSnake: 8.97, Max.LenOfSnake:  18.00 Time: 06:24:31 \n",
      "Ep.:   8170, Loss: 9.484, Avg.Score: 122.00, Avg.LenOfSnake: 10.07, Max.LenOfSnake:  24.00 Time: 06:24:59 \n",
      "Ep.:   8180, Loss: 10.281, Avg.Score: 132.00, Avg.LenOfSnake: 10.40, Max.LenOfSnake:  16.00 Time: 06:25:26 \n",
      "Ep.:   8190, Loss: 9.002, Avg.Score: 79.00, Avg.LenOfSnake: 8.63, Max.LenOfSnake:  17.00 Time: 06:26:39 \n",
      "Ep.:   8200, Loss: 8.912, Avg.Score: 111.00, Avg.LenOfSnake: 9.70, Max.LenOfSnake:  19.00 Time: 06:27:08 \n",
      "Ep.:   8210, Loss: 10.476, Avg.Score: 137.00, Avg.LenOfSnake: 10.57, Max.LenOfSnake:  26.00 Time: 06:27:46 \n",
      "Ep.:   8220, Loss: 10.465, Avg.Score: 110.00, Avg.LenOfSnake: 9.67, Max.LenOfSnake:  24.00 Time: 06:28:46 \n",
      "Ep.:   8230, Loss: 9.721, Avg.Score: 115.00, Avg.LenOfSnake: 9.83, Max.LenOfSnake:  23.00 Time: 06:29:40 \n",
      "Ep.:   8240, Loss: 9.481, Avg.Score: 137.00, Avg.LenOfSnake: 10.57, Max.LenOfSnake:  20.00 Time: 06:30:46 \n",
      "Ep.:   8250, Loss: 9.172, Avg.Score: 81.00, Avg.LenOfSnake: 8.70, Max.LenOfSnake:  18.00 Time: 06:31:24 \n",
      "Ep.:   8260, Loss: 10.916, Avg.Score: 107.00, Avg.LenOfSnake: 9.57, Max.LenOfSnake:  19.00 Time: 06:32:01 \n",
      "Ep.:   8270, Loss: 9.362, Avg.Score: 117.00, Avg.LenOfSnake: 9.90, Max.LenOfSnake:  24.00 Time: 06:32:48 \n",
      "Ep.:   8280, Loss: 9.550, Avg.Score: 99.00, Avg.LenOfSnake: 9.30, Max.LenOfSnake:  21.00 Time: 06:33:17 \n",
      "Ep.:   8290, Loss: 10.208, Avg.Score: 161.00, Avg.LenOfSnake: 11.37, Max.LenOfSnake:  20.00 Time: 06:33:47 \n",
      "Ep.:   8300, Loss: 10.548, Avg.Score: 140.00, Avg.LenOfSnake: 10.67, Max.LenOfSnake:  20.00 Time: 06:34:25 \n",
      "Ep.:   8310, Loss: 10.919, Avg.Score: 113.00, Avg.LenOfSnake: 9.77, Max.LenOfSnake:  16.00 Time: 06:35:04 \n",
      "Ep.:   8320, Loss: 9.179, Avg.Score: 126.00, Avg.LenOfSnake: 10.20, Max.LenOfSnake:  21.00 Time: 06:35:47 \n",
      "Ep.:   8330, Loss: 8.538, Avg.Score: 102.00, Avg.LenOfSnake: 9.40, Max.LenOfSnake:  18.00 Time: 06:36:27 \n",
      "Ep.:   8340, Loss: 10.740, Avg.Score: 144.00, Avg.LenOfSnake: 10.80, Max.LenOfSnake:  19.00 Time: 06:36:54 \n",
      "Ep.:   8350, Loss: 11.182, Avg.Score: 140.00, Avg.LenOfSnake: 10.67, Max.LenOfSnake:  28.00 Time: 06:37:21 \n",
      "Ep.:   8360, Loss: 10.504, Avg.Score: 98.00, Avg.LenOfSnake: 9.27, Max.LenOfSnake:  16.00 Time: 06:37:48 \n",
      "Ep.:   8370, Loss: 9.152, Avg.Score: 163.00, Avg.LenOfSnake: 11.43, Max.LenOfSnake:  21.00 Time: 06:38:13 \n",
      "Ep.:   8380, Loss: 11.125, Avg.Score: 167.00, Avg.LenOfSnake: 11.57, Max.LenOfSnake:  22.00 Time: 06:38:39 \n",
      "Ep.:   8390, Loss: 11.950, Avg.Score: 94.00, Avg.LenOfSnake: 9.13, Max.LenOfSnake:  21.00 Time: 06:39:18 \n",
      "Ep.:   8400, Loss: 10.837, Avg.Score: 125.00, Avg.LenOfSnake: 10.17, Max.LenOfSnake:  19.00 Time: 06:40:03 \n",
      "Ep.:   8410, Loss: 11.517, Avg.Score: 130.00, Avg.LenOfSnake: 10.33, Max.LenOfSnake:  17.00 Time: 06:40:49 \n",
      "Ep.:   8420, Loss: 10.315, Avg.Score: 132.00, Avg.LenOfSnake: 10.40, Max.LenOfSnake:  17.00 Time: 06:41:34 \n",
      "Ep.:   8430, Loss: 10.872, Avg.Score: 146.00, Avg.LenOfSnake: 10.87, Max.LenOfSnake:  21.00 Time: 06:42:23 \n",
      "Ep.:   8440, Loss: 9.657, Avg.Score: 90.00, Avg.LenOfSnake: 9.00, Max.LenOfSnake:  23.00 Time: 06:43:02 \n",
      "Ep.:   8450, Loss: 9.893, Avg.Score: 99.00, Avg.LenOfSnake: 9.30, Max.LenOfSnake:  18.00 Time: 06:43:52 \n",
      "Ep.:   8460, Loss: 10.145, Avg.Score: 106.00, Avg.LenOfSnake: 9.53, Max.LenOfSnake:  17.00 Time: 06:44:33 \n",
      "Ep.:   8470, Loss: 10.213, Avg.Score: 116.00, Avg.LenOfSnake: 9.87, Max.LenOfSnake:  19.00 Time: 06:45:15 \n",
      "Ep.:   8480, Loss: 9.995, Avg.Score: 114.00, Avg.LenOfSnake: 9.80, Max.LenOfSnake:  18.00 Time: 06:45:57 \n",
      "Ep.:   8490, Loss: 9.965, Avg.Score: 166.00, Avg.LenOfSnake: 11.53, Max.LenOfSnake:  21.00 Time: 06:46:41 \n",
      "Ep.:   8500, Loss: 9.638, Avg.Score: 100.00, Avg.LenOfSnake: 9.33, Max.LenOfSnake:  16.00 Time: 06:47:24 \n",
      "Ep.:   8510, Loss: 11.412, Avg.Score: 113.00, Avg.LenOfSnake: 9.77, Max.LenOfSnake:  19.00 Time: 06:48:05 \n",
      "Ep.:   8520, Loss: 11.118, Avg.Score: 126.00, Avg.LenOfSnake: 10.20, Max.LenOfSnake:  21.00 Time: 06:48:49 \n",
      "Ep.:   8530, Loss: 9.935, Avg.Score: 135.00, Avg.LenOfSnake: 10.50, Max.LenOfSnake:  19.00 Time: 06:49:34 \n",
      "Ep.:   8540, Loss: 9.969, Avg.Score: 81.00, Avg.LenOfSnake: 8.70, Max.LenOfSnake:  15.00 Time: 06:50:17 \n",
      "Ep.:   8550, Loss: 9.605, Avg.Score: 70.00, Avg.LenOfSnake: 8.33, Max.LenOfSnake:  18.00 Time: 06:50:57 \n",
      "Ep.:   8560, Loss: 9.929, Avg.Score: 133.00, Avg.LenOfSnake: 10.43, Max.LenOfSnake:  20.00 Time: 06:51:38 \n",
      "Ep.:   8570, Loss: 10.777, Avg.Score: 116.00, Avg.LenOfSnake: 9.87, Max.LenOfSnake:  19.00 Time: 06:52:21 \n",
      "Ep.:   8580, Loss: 9.184, Avg.Score: 71.00, Avg.LenOfSnake: 8.37, Max.LenOfSnake:  17.00 Time: 06:53:03 \n",
      "Ep.:   8590, Loss: 12.026, Avg.Score: 105.00, Avg.LenOfSnake: 9.50, Max.LenOfSnake:  21.00 Time: 06:53:45 \n",
      "Ep.:   8600, Loss: 9.260, Avg.Score: 102.00, Avg.LenOfSnake: 9.40, Max.LenOfSnake:  19.00 Time: 06:54:25 \n",
      "Ep.:   8610, Loss: 9.598, Avg.Score: 115.00, Avg.LenOfSnake: 9.83, Max.LenOfSnake:  18.00 Time: 06:55:07 \n",
      "Ep.:   8620, Loss: 10.040, Avg.Score: 105.00, Avg.LenOfSnake: 9.50, Max.LenOfSnake:  18.00 Time: 06:55:48 \n",
      "Ep.:   8630, Loss: 8.904, Avg.Score: 130.00, Avg.LenOfSnake: 10.33, Max.LenOfSnake:  22.00 Time: 06:56:35 \n",
      "Ep.:   8640, Loss: 10.566, Avg.Score: 123.00, Avg.LenOfSnake: 10.10, Max.LenOfSnake:  21.00 Time: 06:57:15 \n",
      "Ep.:   8650, Loss: 9.825, Avg.Score: 118.00, Avg.LenOfSnake: 9.93, Max.LenOfSnake:  19.00 Time: 06:57:56 \n",
      "Ep.:   8660, Loss: 11.246, Avg.Score: 105.00, Avg.LenOfSnake: 9.50, Max.LenOfSnake:  24.00 Time: 06:58:38 \n",
      "Ep.:   8670, Loss: 10.303, Avg.Score: 155.00, Avg.LenOfSnake: 11.17, Max.LenOfSnake:  20.00 Time: 06:59:24 \n",
      "Ep.:   8680, Loss: 9.084, Avg.Score: 181.00, Avg.LenOfSnake: 12.03, Max.LenOfSnake:  22.00 Time: 07:00:09 \n",
      "Ep.:   8690, Loss: 10.519, Avg.Score: 189.00, Avg.LenOfSnake: 12.30, Max.LenOfSnake:  25.00 Time: 07:00:59 \n",
      "Ep.:   8700, Loss: 9.545, Avg.Score: 128.00, Avg.LenOfSnake: 10.27, Max.LenOfSnake:  21.00 Time: 07:01:43 \n",
      "Ep.:   8710, Loss: 9.408, Avg.Score: 178.00, Avg.LenOfSnake: 11.93, Max.LenOfSnake:  20.00 Time: 07:02:35 \n",
      "Ep.:   8720, Loss: 10.133, Avg.Score: 139.00, Avg.LenOfSnake: 10.63, Max.LenOfSnake:  23.00 Time: 07:03:20 \n",
      "Ep.:   8730, Loss: 10.060, Avg.Score: 149.00, Avg.LenOfSnake: 10.97, Max.LenOfSnake:  21.00 Time: 07:04:06 \n",
      "Ep.:   8740, Loss: 10.392, Avg.Score: 115.00, Avg.LenOfSnake: 9.83, Max.LenOfSnake:  22.00 Time: 07:04:53 \n",
      "Ep.:   8750, Loss: 9.290, Avg.Score: 141.00, Avg.LenOfSnake: 10.70, Max.LenOfSnake:  20.00 Time: 07:05:37 \n",
      "Ep.:   8760, Loss: 9.210, Avg.Score: 125.00, Avg.LenOfSnake: 10.17, Max.LenOfSnake:  18.00 Time: 07:06:17 \n",
      "Ep.:   8770, Loss: 10.602, Avg.Score: 93.00, Avg.LenOfSnake: 9.10, Max.LenOfSnake:  17.00 Time: 07:06:58 \n",
      "Ep.:   8780, Loss: 9.854, Avg.Score: 116.00, Avg.LenOfSnake: 9.87, Max.LenOfSnake:  18.00 Time: 07:07:40 \n",
      "Ep.:   8790, Loss: 9.412, Avg.Score: 95.00, Avg.LenOfSnake: 9.17, Max.LenOfSnake:  19.00 Time: 07:08:22 \n",
      "Ep.:   8800, Loss: 9.803, Avg.Score: 114.00, Avg.LenOfSnake: 9.80, Max.LenOfSnake:  18.00 Time: 07:09:06 \n",
      "Ep.:   8810, Loss: 10.682, Avg.Score: 124.00, Avg.LenOfSnake: 10.13, Max.LenOfSnake:  21.00 Time: 07:09:53 \n",
      "Ep.:   8820, Loss: 9.582, Avg.Score: 81.00, Avg.LenOfSnake: 8.70, Max.LenOfSnake:  18.00 Time: 07:10:36 \n",
      "Ep.:   8830, Loss: 10.438, Avg.Score: 142.00, Avg.LenOfSnake: 10.73, Max.LenOfSnake:  22.00 Time: 07:11:18 \n",
      "Ep.:   8840, Loss: 10.869, Avg.Score: 123.00, Avg.LenOfSnake: 10.10, Max.LenOfSnake:  16.00 Time: 07:12:03 \n",
      "Ep.:   8850, Loss: 11.739, Avg.Score: 152.00, Avg.LenOfSnake: 11.07, Max.LenOfSnake:  22.00 Time: 07:12:53 \n",
      "Ep.:   8860, Loss: 11.055, Avg.Score: 66.00, Avg.LenOfSnake: 8.20, Max.LenOfSnake:  16.00 Time: 07:13:36 \n",
      "Ep.:   8870, Loss: 10.774, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  24.00 Time: 07:14:21 \n",
      "Ep.:   8880, Loss: 11.322, Avg.Score: 173.00, Avg.LenOfSnake: 11.77, Max.LenOfSnake:  23.00 Time: 07:15:09 \n",
      "Ep.:   8890, Loss: 9.754, Avg.Score: 146.00, Avg.LenOfSnake: 10.87, Max.LenOfSnake:  20.00 Time: 07:15:52 \n",
      "Ep.:   8900, Loss: 10.123, Avg.Score: 114.00, Avg.LenOfSnake: 9.80, Max.LenOfSnake:  20.00 Time: 07:16:36 \n",
      "Ep.:   8910, Loss: 9.780, Avg.Score: 88.00, Avg.LenOfSnake: 8.93, Max.LenOfSnake:  21.00 Time: 07:17:14 \n",
      "Ep.:   8920, Loss: 8.809, Avg.Score: 145.00, Avg.LenOfSnake: 10.83, Max.LenOfSnake:  19.00 Time: 07:17:55 \n",
      "Ep.:   8930, Loss: 8.830, Avg.Score: 87.00, Avg.LenOfSnake: 8.90, Max.LenOfSnake:  23.00 Time: 07:18:36 \n",
      "Ep.:   8940, Loss: 8.881, Avg.Score: 132.00, Avg.LenOfSnake: 10.40, Max.LenOfSnake:  29.00 Time: 07:19:23 \n",
      "Ep.:   8950, Loss: 9.830, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  20.00 Time: 07:20:09 \n",
      "Ep.:   8960, Loss: 10.261, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  24.00 Time: 07:20:58 \n",
      "Ep.:   8970, Loss: 9.835, Avg.Score: 124.00, Avg.LenOfSnake: 10.13, Max.LenOfSnake:  21.00 Time: 07:21:43 \n",
      "Ep.:   8980, Loss: 10.167, Avg.Score: 154.00, Avg.LenOfSnake: 11.13, Max.LenOfSnake:  20.00 Time: 07:22:30 \n",
      "Ep.:   8990, Loss: 8.439, Avg.Score: 98.00, Avg.LenOfSnake: 9.27, Max.LenOfSnake:  21.00 Time: 07:23:15 \n",
      "Ep.:   9000, Loss: 9.288, Avg.Score: 136.00, Avg.LenOfSnake: 10.53, Max.LenOfSnake:  18.00 Time: 07:23:59 \n",
      "Ep.:   9010, Loss: 9.171, Avg.Score: 129.00, Avg.LenOfSnake: 10.30, Max.LenOfSnake:  15.00 Time: 07:24:41 \n",
      "Ep.:   9020, Loss: 10.714, Avg.Score: 171.00, Avg.LenOfSnake: 11.70, Max.LenOfSnake:  23.00 Time: 07:25:28 \n",
      "Ep.:   9030, Loss: 8.600, Avg.Score: 143.00, Avg.LenOfSnake: 10.77, Max.LenOfSnake:  19.00 Time: 07:26:13 \n",
      "Ep.:   9040, Loss: 11.009, Avg.Score: 138.00, Avg.LenOfSnake: 10.60, Max.LenOfSnake:  23.00 Time: 07:26:58 \n",
      "Ep.:   9050, Loss: 9.891, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  22.00 Time: 07:27:46 \n",
      "Ep.:   9060, Loss: 10.106, Avg.Score: 132.00, Avg.LenOfSnake: 10.40, Max.LenOfSnake:  17.00 Time: 07:28:30 \n",
      "Ep.:   9070, Loss: 10.423, Avg.Score: 105.00, Avg.LenOfSnake: 9.50, Max.LenOfSnake:  18.00 Time: 07:29:11 \n",
      "Ep.:   9080, Loss: 8.947, Avg.Score: 115.00, Avg.LenOfSnake: 9.83, Max.LenOfSnake:  21.00 Time: 07:29:56 \n",
      "Ep.:   9090, Loss: 8.962, Avg.Score: 110.00, Avg.LenOfSnake: 9.67, Max.LenOfSnake:  19.00 Time: 07:30:37 \n",
      "Ep.:   9100, Loss: 10.967, Avg.Score: 148.00, Avg.LenOfSnake: 10.93, Max.LenOfSnake:  25.00 Time: 07:31:21 \n",
      "Ep.:   9110, Loss: 10.568, Avg.Score: 162.00, Avg.LenOfSnake: 11.40, Max.LenOfSnake:  27.00 Time: 07:32:03 \n",
      "Ep.:   9120, Loss: 10.939, Avg.Score: 116.00, Avg.LenOfSnake: 9.87, Max.LenOfSnake:  29.00 Time: 07:32:43 \n",
      "Ep.:   9130, Loss: 10.303, Avg.Score: 171.00, Avg.LenOfSnake: 11.70, Max.LenOfSnake:  23.00 Time: 07:33:30 \n",
      "Ep.:   9140, Loss: 10.727, Avg.Score: 136.00, Avg.LenOfSnake: 10.53, Max.LenOfSnake:  23.00 Time: 07:34:17 \n",
      "Ep.:   9150, Loss: 10.365, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  21.00 Time: 07:35:03 \n",
      "Ep.:   9160, Loss: 8.213, Avg.Score: 128.00, Avg.LenOfSnake: 10.27, Max.LenOfSnake:  25.00 Time: 07:35:47 \n",
      "Ep.:   9170, Loss: 9.965, Avg.Score: 119.00, Avg.LenOfSnake: 9.97, Max.LenOfSnake:  26.00 Time: 07:36:29 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:   9180, Loss: 9.996, Avg.Score: 169.00, Avg.LenOfSnake: 11.63, Max.LenOfSnake:  24.00 Time: 07:37:16 \n",
      "Ep.:   9190, Loss: 9.628, Avg.Score: 121.00, Avg.LenOfSnake: 10.03, Max.LenOfSnake:  22.00 Time: 07:37:57 \n",
      "Ep.:   9200, Loss: 11.575, Avg.Score: 83.00, Avg.LenOfSnake: 8.77, Max.LenOfSnake:  17.00 Time: 07:38:36 \n",
      "Ep.:   9210, Loss: 10.624, Avg.Score: 102.00, Avg.LenOfSnake: 9.40, Max.LenOfSnake:  17.00 Time: 07:39:18 \n",
      "Ep.:   9220, Loss: 9.916, Avg.Score: 88.00, Avg.LenOfSnake: 8.93, Max.LenOfSnake:  15.00 Time: 07:40:03 \n",
      "Ep.:   9230, Loss: 10.451, Avg.Score: 100.00, Avg.LenOfSnake: 9.33, Max.LenOfSnake:  18.00 Time: 07:40:41 \n",
      "Ep.:   9240, Loss: 10.679, Avg.Score: 135.00, Avg.LenOfSnake: 10.50, Max.LenOfSnake:  24.00 Time: 07:41:06 \n",
      "Ep.:   9250, Loss: 8.962, Avg.Score: 150.00, Avg.LenOfSnake: 11.00, Max.LenOfSnake:  19.00 Time: 07:41:37 \n",
      "Ep.:   9260, Loss: 9.575, Avg.Score: 158.00, Avg.LenOfSnake: 11.27, Max.LenOfSnake:  24.00 Time: 07:42:07 \n",
      "Ep.:   9270, Loss: 10.947, Avg.Score: 112.00, Avg.LenOfSnake: 9.73, Max.LenOfSnake:  19.00 Time: 07:42:33 \n",
      "Ep.:   9280, Loss: 9.532, Avg.Score: 128.00, Avg.LenOfSnake: 10.27, Max.LenOfSnake:  20.00 Time: 07:42:58 \n",
      "Ep.:   9290, Loss: 10.130, Avg.Score: 70.00, Avg.LenOfSnake: 8.33, Max.LenOfSnake:  16.00 Time: 07:43:24 \n",
      "Ep.:   9300, Loss: 9.351, Avg.Score: 95.00, Avg.LenOfSnake: 9.17, Max.LenOfSnake:  18.00 Time: 07:43:51 \n",
      "Ep.:   9310, Loss: 9.098, Avg.Score: 96.00, Avg.LenOfSnake: 9.20, Max.LenOfSnake:  17.00 Time: 07:44:17 \n",
      "Ep.:   9320, Loss: 9.854, Avg.Score: 153.00, Avg.LenOfSnake: 11.10, Max.LenOfSnake:  21.00 Time: 07:44:48 \n",
      "Ep.:   9330, Loss: 10.088, Avg.Score: 137.00, Avg.LenOfSnake: 10.57, Max.LenOfSnake:  28.00 Time: 07:45:13 \n",
      "Ep.:   9340, Loss: 9.797, Avg.Score: 99.00, Avg.LenOfSnake: 9.30, Max.LenOfSnake:  19.00 Time: 07:45:39 \n",
      "Ep.:   9350, Loss: 10.062, Avg.Score: 94.00, Avg.LenOfSnake: 9.13, Max.LenOfSnake:  26.00 Time: 07:46:04 \n",
      "Ep.:   9360, Loss: 10.870, Avg.Score: 109.00, Avg.LenOfSnake: 9.63, Max.LenOfSnake:  20.00 Time: 07:46:31 \n",
      "Ep.:   9370, Loss: 10.360, Avg.Score: 135.00, Avg.LenOfSnake: 10.50, Max.LenOfSnake:  20.00 Time: 07:46:56 \n",
      "Ep.:   9380, Loss: 9.206, Avg.Score: 121.00, Avg.LenOfSnake: 10.03, Max.LenOfSnake:  23.00 Time: 07:47:19 \n",
      "Ep.:   9390, Loss: 9.590, Avg.Score: 122.00, Avg.LenOfSnake: 10.07, Max.LenOfSnake:  25.00 Time: 07:47:46 \n",
      "Ep.:   9400, Loss: 11.055, Avg.Score: 108.00, Avg.LenOfSnake: 9.60, Max.LenOfSnake:  19.00 Time: 07:48:09 \n",
      "Ep.:   9410, Loss: 9.777, Avg.Score: 128.00, Avg.LenOfSnake: 10.27, Max.LenOfSnake:  23.00 Time: 07:48:33 \n",
      "Ep.:   9420, Loss: 9.200, Avg.Score: 119.00, Avg.LenOfSnake: 9.97, Max.LenOfSnake:  15.00 Time: 07:48:56 \n",
      "Ep.:   9430, Loss: 9.998, Avg.Score: 134.00, Avg.LenOfSnake: 10.47, Max.LenOfSnake:  16.00 Time: 07:49:18 \n",
      "Ep.:   9440, Loss: 9.788, Avg.Score: 116.00, Avg.LenOfSnake: 9.87, Max.LenOfSnake:  18.00 Time: 07:49:40 \n",
      "Ep.:   9450, Loss: 8.912, Avg.Score: 66.00, Avg.LenOfSnake: 8.20, Max.LenOfSnake:  19.00 Time: 07:50:02 \n",
      "Ep.:   9460, Loss: 10.807, Avg.Score: 124.00, Avg.LenOfSnake: 10.13, Max.LenOfSnake:  21.00 Time: 07:50:23 \n",
      "Ep.:   9470, Loss: 10.366, Avg.Score: 131.00, Avg.LenOfSnake: 10.37, Max.LenOfSnake:  21.00 Time: 07:50:54 \n",
      "Ep.:   9480, Loss: 9.196, Avg.Score: 141.00, Avg.LenOfSnake: 10.70, Max.LenOfSnake:  21.00 Time: 07:51:23 \n",
      "Ep.:   9490, Loss: 10.356, Avg.Score: 143.00, Avg.LenOfSnake: 10.77, Max.LenOfSnake:  19.00 Time: 07:51:48 \n",
      "Ep.:   9500, Loss: 11.022, Avg.Score: 113.00, Avg.LenOfSnake: 9.77, Max.LenOfSnake:  18.00 Time: 07:52:11 \n",
      "Ep.:   9510, Loss: 8.806, Avg.Score: 132.00, Avg.LenOfSnake: 10.40, Max.LenOfSnake:  26.00 Time: 07:52:35 \n",
      "Ep.:   9520, Loss: 9.006, Avg.Score: 139.00, Avg.LenOfSnake: 10.63, Max.LenOfSnake:  20.00 Time: 07:53:00 \n",
      "Ep.:   9530, Loss: 10.880, Avg.Score: 161.00, Avg.LenOfSnake: 11.37, Max.LenOfSnake:  20.00 Time: 07:53:22 \n",
      "Ep.:   9540, Loss: 10.978, Avg.Score: 169.00, Avg.LenOfSnake: 11.63, Max.LenOfSnake:  28.00 Time: 07:53:46 \n",
      "Ep.:   9550, Loss: 10.928, Avg.Score: 90.00, Avg.LenOfSnake: 9.00, Max.LenOfSnake:  19.00 Time: 07:54:10 \n",
      "Ep.:   9560, Loss: 10.157, Avg.Score: 141.00, Avg.LenOfSnake: 10.70, Max.LenOfSnake:  22.00 Time: 07:54:34 \n",
      "Ep.:   9570, Loss: 8.761, Avg.Score: 98.00, Avg.LenOfSnake: 9.27, Max.LenOfSnake:  20.00 Time: 07:54:56 \n",
      "Ep.:   9580, Loss: 10.888, Avg.Score: 109.00, Avg.LenOfSnake: 9.63, Max.LenOfSnake:  27.00 Time: 07:55:18 \n",
      "Ep.:   9590, Loss: 10.614, Avg.Score: 120.00, Avg.LenOfSnake: 10.00, Max.LenOfSnake:  17.00 Time: 07:55:42 \n",
      "Ep.:   9600, Loss: 9.428, Avg.Score: 139.00, Avg.LenOfSnake: 10.63, Max.LenOfSnake:  23.00 Time: 07:56:05 \n",
      "Ep.:   9610, Loss: 9.983, Avg.Score: 110.00, Avg.LenOfSnake: 9.67, Max.LenOfSnake:  23.00 Time: 07:56:26 \n",
      "Ep.:   9620, Loss: 11.605, Avg.Score: 99.00, Avg.LenOfSnake: 9.30, Max.LenOfSnake:  16.00 Time: 07:56:48 \n",
      "Ep.:   9630, Loss: 9.697, Avg.Score: 122.00, Avg.LenOfSnake: 10.07, Max.LenOfSnake:  21.00 Time: 07:57:11 \n",
      "Ep.:   9640, Loss: 10.237, Avg.Score: 97.00, Avg.LenOfSnake: 9.23, Max.LenOfSnake:  19.00 Time: 07:57:33 \n",
      "Ep.:   9650, Loss: 9.741, Avg.Score: 135.00, Avg.LenOfSnake: 10.50, Max.LenOfSnake:  26.00 Time: 07:57:55 \n",
      "Ep.:   9660, Loss: 10.041, Avg.Score: 121.00, Avg.LenOfSnake: 10.03, Max.LenOfSnake:  18.00 Time: 07:58:17 \n",
      "Ep.:   9670, Loss: 11.282, Avg.Score: 132.00, Avg.LenOfSnake: 10.40, Max.LenOfSnake:  19.00 Time: 07:58:41 \n",
      "Ep.:   9680, Loss: 9.525, Avg.Score: 133.00, Avg.LenOfSnake: 10.43, Max.LenOfSnake:  22.00 Time: 07:59:02 \n",
      "Ep.:   9690, Loss: 11.132, Avg.Score: 172.00, Avg.LenOfSnake: 11.73, Max.LenOfSnake:  24.00 Time: 07:59:25 \n",
      "Ep.:   9700, Loss: 8.902, Avg.Score: 102.00, Avg.LenOfSnake: 9.40, Max.LenOfSnake:  19.00 Time: 07:59:49 \n",
      "Ep.:   9710, Loss: 10.269, Avg.Score: 156.00, Avg.LenOfSnake: 11.20, Max.LenOfSnake:  25.00 Time: 08:00:16 \n",
      "Ep.:   9720, Loss: 9.391, Avg.Score: 116.00, Avg.LenOfSnake: 9.87, Max.LenOfSnake:  18.00 Time: 08:00:43 \n",
      "Ep.:   9730, Loss: 9.924, Avg.Score: 132.00, Avg.LenOfSnake: 10.40, Max.LenOfSnake:  21.00 Time: 08:01:07 \n",
      "Ep.:   9740, Loss: 9.105, Avg.Score: 99.00, Avg.LenOfSnake: 9.30, Max.LenOfSnake:  23.00 Time: 08:01:29 \n",
      "Ep.:   9750, Loss: 9.992, Avg.Score: 186.00, Avg.LenOfSnake: 12.20, Max.LenOfSnake:  20.00 Time: 08:01:53 \n",
      "Ep.:   9760, Loss: 10.288, Avg.Score: 126.00, Avg.LenOfSnake: 10.20, Max.LenOfSnake:  19.00 Time: 08:02:19 \n",
      "Ep.:   9770, Loss: 10.361, Avg.Score: 82.00, Avg.LenOfSnake: 8.73, Max.LenOfSnake:  18.00 Time: 08:02:43 \n",
      "Ep.:   9780, Loss: 9.984, Avg.Score: 111.00, Avg.LenOfSnake: 9.70, Max.LenOfSnake:  20.00 Time: 08:03:03 \n",
      "Ep.:   9790, Loss: 10.072, Avg.Score: 103.00, Avg.LenOfSnake: 9.43, Max.LenOfSnake:  17.00 Time: 08:03:26 \n",
      "Ep.:   9800, Loss: 9.757, Avg.Score: 148.00, Avg.LenOfSnake: 10.93, Max.LenOfSnake:  22.00 Time: 08:03:49 \n",
      "Ep.:   9810, Loss: 10.472, Avg.Score: 123.00, Avg.LenOfSnake: 10.10, Max.LenOfSnake:  31.00 Time: 08:04:12 \n",
      "Ep.:   9820, Loss: 10.357, Avg.Score: 134.00, Avg.LenOfSnake: 10.47, Max.LenOfSnake:  29.00 Time: 08:04:33 \n",
      "Ep.:   9830, Loss: 10.085, Avg.Score: 84.00, Avg.LenOfSnake: 8.80, Max.LenOfSnake:  21.00 Time: 08:04:56 \n",
      "Ep.:   9840, Loss: 13.160, Avg.Score: 102.00, Avg.LenOfSnake: 9.40, Max.LenOfSnake:  24.00 Time: 08:05:16 \n",
      "Ep.:   9850, Loss: 10.542, Avg.Score: 79.00, Avg.LenOfSnake: 8.63, Max.LenOfSnake:  16.00 Time: 08:05:36 \n",
      "Ep.:   9860, Loss: 10.323, Avg.Score: 127.00, Avg.LenOfSnake: 10.23, Max.LenOfSnake:  17.00 Time: 08:05:56 \n",
      "Ep.:   9870, Loss: 11.347, Avg.Score: 115.00, Avg.LenOfSnake: 9.83, Max.LenOfSnake:  19.00 Time: 08:06:20 \n",
      "Ep.:   9880, Loss: 10.051, Avg.Score: 115.00, Avg.LenOfSnake: 9.83, Max.LenOfSnake:  20.00 Time: 08:06:43 \n",
      "Ep.:   9890, Loss: 9.604, Avg.Score: 93.00, Avg.LenOfSnake: 9.10, Max.LenOfSnake:  22.00 Time: 08:07:08 \n",
      "Ep.:   9900, Loss: 10.270, Avg.Score: 144.00, Avg.LenOfSnake: 10.80, Max.LenOfSnake:  19.00 Time: 08:07:31 \n",
      "Ep.:   9910, Loss: 10.048, Avg.Score: 76.00, Avg.LenOfSnake: 8.53, Max.LenOfSnake:  15.00 Time: 08:07:54 \n",
      "Ep.:   9920, Loss: 10.521, Avg.Score: 84.00, Avg.LenOfSnake: 8.80, Max.LenOfSnake:  19.00 Time: 08:08:16 \n",
      "Ep.:   9930, Loss: 9.520, Avg.Score: 109.00, Avg.LenOfSnake: 9.63, Max.LenOfSnake:  18.00 Time: 08:08:39 \n",
      "Ep.:   9940, Loss: 10.190, Avg.Score: 101.00, Avg.LenOfSnake: 9.37, Max.LenOfSnake:  24.00 Time: 08:09:02 \n",
      "Ep.:   9950, Loss: 10.441, Avg.Score: 130.00, Avg.LenOfSnake: 10.33, Max.LenOfSnake:  21.00 Time: 08:09:27 \n",
      "Ep.:   9960, Loss: 9.719, Avg.Score: 123.00, Avg.LenOfSnake: 10.10, Max.LenOfSnake:  22.00 Time: 08:09:50 \n",
      "Ep.:   9970, Loss: 8.862, Avg.Score: 82.00, Avg.LenOfSnake: 8.73, Max.LenOfSnake:  16.00 Time: 08:10:13 \n",
      "Ep.:   9980, Loss: 10.064, Avg.Score: 127.00, Avg.LenOfSnake: 10.23, Max.LenOfSnake:  20.00 Time: 08:10:35 \n",
      "Ep.:   9990, Loss: 9.444, Avg.Score: 151.00, Avg.LenOfSnake: 11.03, Max.LenOfSnake:  20.00 Time: 08:10:58 \n",
      "Ep.:  10000, Loss: 11.869, Avg.Score: 150.00, Avg.LenOfSnake: 11.00, Max.LenOfSnake:  22.00 Time: 08:11:22 \n",
      "Ep.:  10010, Loss: 9.035, Avg.Score: 137.00, Avg.LenOfSnake: 10.57, Max.LenOfSnake:  26.00 Time: 08:11:48 \n",
      "Ep.:  10020, Loss: 9.687, Avg.Score: 150.00, Avg.LenOfSnake: 11.00, Max.LenOfSnake:  22.00 Time: 08:12:12 \n",
      "Ep.:  10030, Loss: 9.906, Avg.Score: 108.00, Avg.LenOfSnake: 9.60, Max.LenOfSnake:  19.00 Time: 08:12:37 \n",
      "Ep.:  10040, Loss: 9.258, Avg.Score: 138.00, Avg.LenOfSnake: 10.60, Max.LenOfSnake:  20.00 Time: 08:12:58 \n",
      "Ep.:  10050, Loss: 11.007, Avg.Score: 88.00, Avg.LenOfSnake: 8.93, Max.LenOfSnake:  16.00 Time: 08:13:19 \n",
      "Ep.:  10060, Loss: 8.860, Avg.Score: 110.00, Avg.LenOfSnake: 9.67, Max.LenOfSnake:  19.00 Time: 08:13:40 \n",
      "Ep.:  10070, Loss: 10.151, Avg.Score: 120.00, Avg.LenOfSnake: 10.00, Max.LenOfSnake:  18.00 Time: 08:14:02 \n",
      "Ep.:  10080, Loss: 10.491, Avg.Score: 170.00, Avg.LenOfSnake: 11.67, Max.LenOfSnake:  24.00 Time: 08:14:25 \n",
      "Ep.:  10090, Loss: 11.480, Avg.Score: 89.00, Avg.LenOfSnake: 8.97, Max.LenOfSnake:  17.00 Time: 08:14:49 \n",
      "Ep.:  10100, Loss: 9.318, Avg.Score: 124.00, Avg.LenOfSnake: 10.13, Max.LenOfSnake:  18.00 Time: 08:15:13 \n",
      "Ep.:  10110, Loss: 9.951, Avg.Score: 114.00, Avg.LenOfSnake: 9.80, Max.LenOfSnake:  17.00 Time: 08:15:36 \n",
      "Ep.:  10120, Loss: 10.752, Avg.Score: 123.00, Avg.LenOfSnake: 10.10, Max.LenOfSnake:  20.00 Time: 08:15:58 \n",
      "Ep.:  10130, Loss: 10.787, Avg.Score: 124.00, Avg.LenOfSnake: 10.13, Max.LenOfSnake:  19.00 Time: 08:16:22 \n",
      "Ep.:  10140, Loss: 9.182, Avg.Score: 96.00, Avg.LenOfSnake: 9.20, Max.LenOfSnake:  17.00 Time: 08:16:45 \n",
      "Ep.:  10150, Loss: 9.488, Avg.Score: 154.00, Avg.LenOfSnake: 11.13, Max.LenOfSnake:  25.00 Time: 08:17:09 \n",
      "Ep.:  10160, Loss: 9.858, Avg.Score: 118.00, Avg.LenOfSnake: 9.93, Max.LenOfSnake:  20.00 Time: 08:17:31 \n",
      "Ep.:  10170, Loss: 9.578, Avg.Score: 91.00, Avg.LenOfSnake: 9.03, Max.LenOfSnake:  24.00 Time: 08:17:52 \n",
      "Ep.:  10180, Loss: 9.433, Avg.Score: 122.00, Avg.LenOfSnake: 10.07, Max.LenOfSnake:  24.00 Time: 08:18:17 \n",
      "Ep.:  10190, Loss: 9.632, Avg.Score: 174.00, Avg.LenOfSnake: 11.80, Max.LenOfSnake:  25.00 Time: 08:18:42 \n",
      "Ep.:  10200, Loss: 8.534, Avg.Score: 104.00, Avg.LenOfSnake: 9.47, Max.LenOfSnake:  19.00 Time: 08:19:05 \n",
      "Ep.:  10210, Loss: 11.017, Avg.Score: 129.00, Avg.LenOfSnake: 10.30, Max.LenOfSnake:  22.00 Time: 08:19:27 \n",
      "Ep.:  10220, Loss: 10.099, Avg.Score: 133.00, Avg.LenOfSnake: 10.43, Max.LenOfSnake:  18.00 Time: 08:19:51 \n",
      "Ep.:  10230, Loss: 9.833, Avg.Score: 90.00, Avg.LenOfSnake: 9.00, Max.LenOfSnake:  15.00 Time: 08:20:14 \n",
      "Ep.:  10240, Loss: 8.925, Avg.Score: 72.00, Avg.LenOfSnake: 8.40, Max.LenOfSnake:  15.00 Time: 08:20:37 \n",
      "Ep.:  10250, Loss: 9.985, Avg.Score: 108.00, Avg.LenOfSnake: 9.60, Max.LenOfSnake:  17.00 Time: 08:20:58 \n",
      "Ep.:  10260, Loss: 11.375, Avg.Score: 105.00, Avg.LenOfSnake: 9.50, Max.LenOfSnake:  15.00 Time: 08:21:20 \n",
      "Ep.:  10270, Loss: 10.502, Avg.Score: 106.00, Avg.LenOfSnake: 9.53, Max.LenOfSnake:  16.00 Time: 08:21:42 \n",
      "Ep.:  10280, Loss: 11.178, Avg.Score: 143.00, Avg.LenOfSnake: 10.77, Max.LenOfSnake:  21.00 Time: 08:22:05 \n",
      "Ep.:  10290, Loss: 9.648, Avg.Score: 120.00, Avg.LenOfSnake: 10.00, Max.LenOfSnake:  22.00 Time: 08:22:27 \n",
      "Ep.:  10300, Loss: 11.058, Avg.Score: 109.00, Avg.LenOfSnake: 9.63, Max.LenOfSnake:  20.00 Time: 08:22:49 \n",
      "Ep.:  10310, Loss: 10.187, Avg.Score: 117.00, Avg.LenOfSnake: 9.90, Max.LenOfSnake:  16.00 Time: 08:23:11 \n",
      "Ep.:  10320, Loss: 10.604, Avg.Score: 122.00, Avg.LenOfSnake: 10.07, Max.LenOfSnake:  24.00 Time: 08:23:32 \n",
      "Ep.:  10330, Loss: 9.128, Avg.Score: 119.00, Avg.LenOfSnake: 9.97, Max.LenOfSnake:  20.00 Time: 08:23:53 \n",
      "Ep.:  10340, Loss: 10.123, Avg.Score: 131.00, Avg.LenOfSnake: 10.37, Max.LenOfSnake:  23.00 Time: 08:24:14 \n",
      "Ep.:  10350, Loss: 10.475, Avg.Score: 92.00, Avg.LenOfSnake: 9.07, Max.LenOfSnake:  19.00 Time: 08:24:36 \n",
      "Ep.:  10360, Loss: 9.315, Avg.Score: 126.00, Avg.LenOfSnake: 10.20, Max.LenOfSnake:  23.00 Time: 08:24:59 \n",
      "Ep.:  10370, Loss: 10.632, Avg.Score: 114.00, Avg.LenOfSnake: 9.80, Max.LenOfSnake:  21.00 Time: 08:25:20 \n",
      "Ep.:  10380, Loss: 11.045, Avg.Score: 101.00, Avg.LenOfSnake: 9.37, Max.LenOfSnake:  19.00 Time: 08:25:43 \n",
      "Ep.:  10390, Loss: 9.306, Avg.Score: 139.00, Avg.LenOfSnake: 10.63, Max.LenOfSnake:  21.00 Time: 08:26:06 \n",
      "Ep.:  10400, Loss: 9.793, Avg.Score: 115.00, Avg.LenOfSnake: 9.83, Max.LenOfSnake:  15.00 Time: 08:26:29 \n",
      "Ep.:  10410, Loss: 11.348, Avg.Score: 90.00, Avg.LenOfSnake: 9.00, Max.LenOfSnake:  19.00 Time: 08:26:51 \n",
      "Ep.:  10420, Loss: 10.441, Avg.Score: 131.00, Avg.LenOfSnake: 10.37, Max.LenOfSnake:  19.00 Time: 08:27:14 \n",
      "Ep.:  10430, Loss: 11.313, Avg.Score: 121.00, Avg.LenOfSnake: 10.03, Max.LenOfSnake:  25.00 Time: 08:27:37 \n",
      "Ep.:  10440, Loss: 10.997, Avg.Score: 167.00, Avg.LenOfSnake: 11.57, Max.LenOfSnake:  23.00 Time: 08:28:01 \n",
      "Ep.:  10450, Loss: 9.348, Avg.Score: 69.00, Avg.LenOfSnake: 8.30, Max.LenOfSnake:  14.00 Time: 08:28:22 \n",
      "Ep.:  10460, Loss: 10.192, Avg.Score: 86.00, Avg.LenOfSnake: 8.87, Max.LenOfSnake:  16.00 Time: 08:28:44 \n",
      "Ep.:  10470, Loss: 10.269, Avg.Score: 73.00, Avg.LenOfSnake: 8.43, Max.LenOfSnake:  17.00 Time: 08:29:07 \n",
      "Ep.:  10480, Loss: 8.819, Avg.Score: 84.00, Avg.LenOfSnake: 8.80, Max.LenOfSnake:  17.00 Time: 08:29:29 \n",
      "Ep.:  10490, Loss: 9.456, Avg.Score: 167.00, Avg.LenOfSnake: 11.57, Max.LenOfSnake:  25.00 Time: 08:29:52 \n",
      "Ep.:  10500, Loss: 11.139, Avg.Score: 116.00, Avg.LenOfSnake: 9.87, Max.LenOfSnake:  21.00 Time: 08:30:14 \n",
      "Ep.:  10510, Loss: 10.797, Avg.Score: 140.00, Avg.LenOfSnake: 10.67, Max.LenOfSnake:  19.00 Time: 08:30:36 \n",
      "Ep.:  10520, Loss: 11.288, Avg.Score: 122.00, Avg.LenOfSnake: 10.07, Max.LenOfSnake:  21.00 Time: 08:30:59 \n",
      "Ep.:  10530, Loss: 9.431, Avg.Score: 91.00, Avg.LenOfSnake: 9.03, Max.LenOfSnake:  20.00 Time: 08:31:22 \n",
      "Ep.:  10540, Loss: 10.326, Avg.Score: 125.00, Avg.LenOfSnake: 10.17, Max.LenOfSnake:  21.00 Time: 08:31:45 \n",
      "Ep.:  10550, Loss: 10.879, Avg.Score: 125.00, Avg.LenOfSnake: 10.17, Max.LenOfSnake:  25.00 Time: 08:32:07 \n",
      "Ep.:  10560, Loss: 10.611, Avg.Score: 120.00, Avg.LenOfSnake: 10.00, Max.LenOfSnake:  23.00 Time: 08:32:29 \n",
      "Ep.:  10570, Loss: 10.028, Avg.Score: 165.00, Avg.LenOfSnake: 11.50, Max.LenOfSnake:  22.00 Time: 08:32:52 \n",
      "Ep.:  10580, Loss: 9.940, Avg.Score: 160.00, Avg.LenOfSnake: 11.33, Max.LenOfSnake:  26.00 Time: 08:33:16 \n",
      "Ep.:  10590, Loss: 9.474, Avg.Score: 168.00, Avg.LenOfSnake: 11.60, Max.LenOfSnake:  24.00 Time: 08:33:39 \n",
      "Ep.:  10600, Loss: 9.044, Avg.Score: 146.00, Avg.LenOfSnake: 10.87, Max.LenOfSnake:  20.00 Time: 08:34:01 \n",
      "Ep.:  10610, Loss: 10.112, Avg.Score: 81.00, Avg.LenOfSnake: 8.70, Max.LenOfSnake:  16.00 Time: 08:34:21 \n",
      "Ep.:  10620, Loss: 10.787, Avg.Score: 126.00, Avg.LenOfSnake: 10.20, Max.LenOfSnake:  26.00 Time: 08:34:43 \n",
      "Ep.:  10630, Loss: 10.637, Avg.Score: 176.00, Avg.LenOfSnake: 11.87, Max.LenOfSnake:  27.00 Time: 08:35:06 \n",
      "Ep.:  10640, Loss: 9.753, Avg.Score: 140.00, Avg.LenOfSnake: 10.67, Max.LenOfSnake:  20.00 Time: 08:35:30 \n",
      "Ep.:  10650, Loss: 10.665, Avg.Score: 127.00, Avg.LenOfSnake: 10.23, Max.LenOfSnake:  19.00 Time: 08:35:53 \n",
      "Ep.:  10660, Loss: 9.477, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  29.00 Time: 08:36:17 \n",
      "Ep.:  10670, Loss: 8.985, Avg.Score: 110.00, Avg.LenOfSnake: 9.67, Max.LenOfSnake:  18.00 Time: 08:36:42 \n",
      "Ep.:  10680, Loss: 9.401, Avg.Score: 143.00, Avg.LenOfSnake: 10.77, Max.LenOfSnake:  25.00 Time: 08:37:04 \n",
      "Ep.:  10690, Loss: 9.204, Avg.Score: 112.00, Avg.LenOfSnake: 9.73, Max.LenOfSnake:  17.00 Time: 08:37:26 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  10700, Loss: 10.942, Avg.Score: 125.00, Avg.LenOfSnake: 10.17, Max.LenOfSnake:  22.00 Time: 08:37:50 \n",
      "Ep.:  10710, Loss: 9.725, Avg.Score: 158.00, Avg.LenOfSnake: 11.27, Max.LenOfSnake:  22.00 Time: 08:38:16 \n",
      "Ep.:  10720, Loss: 9.381, Avg.Score: 124.00, Avg.LenOfSnake: 10.13, Max.LenOfSnake:  20.00 Time: 08:38:40 \n",
      "Ep.:  10730, Loss: 10.504, Avg.Score: 89.00, Avg.LenOfSnake: 8.97, Max.LenOfSnake:  18.00 Time: 08:39:02 \n",
      "Ep.:  10740, Loss: 10.335, Avg.Score: 113.00, Avg.LenOfSnake: 9.77, Max.LenOfSnake:  21.00 Time: 08:39:23 \n",
      "Ep.:  10750, Loss: 9.833, Avg.Score: 102.00, Avg.LenOfSnake: 9.40, Max.LenOfSnake:  18.00 Time: 08:39:46 \n",
      "Ep.:  10760, Loss: 10.649, Avg.Score: 105.00, Avg.LenOfSnake: 9.50, Max.LenOfSnake:  22.00 Time: 08:40:09 \n",
      "Ep.:  10770, Loss: 10.147, Avg.Score: 164.00, Avg.LenOfSnake: 11.47, Max.LenOfSnake:  27.00 Time: 08:40:34 \n",
      "Ep.:  10780, Loss: 10.267, Avg.Score: 148.00, Avg.LenOfSnake: 10.93, Max.LenOfSnake:  21.00 Time: 08:40:56 \n",
      "Ep.:  10790, Loss: 10.870, Avg.Score: 139.00, Avg.LenOfSnake: 10.63, Max.LenOfSnake:  22.00 Time: 08:41:21 \n",
      "Ep.:  10800, Loss: 11.029, Avg.Score: 154.00, Avg.LenOfSnake: 11.13, Max.LenOfSnake:  24.00 Time: 08:41:45 \n",
      "Ep.:  10810, Loss: 11.203, Avg.Score: 112.00, Avg.LenOfSnake: 9.73, Max.LenOfSnake:  17.00 Time: 08:42:07 \n",
      "Ep.:  10820, Loss: 9.265, Avg.Score: 114.00, Avg.LenOfSnake: 9.80, Max.LenOfSnake:  17.00 Time: 08:42:30 \n",
      "Ep.:  10830, Loss: 8.861, Avg.Score: 100.00, Avg.LenOfSnake: 9.33, Max.LenOfSnake:  17.00 Time: 08:42:52 \n",
      "Ep.:  10840, Loss: 9.336, Avg.Score: 126.00, Avg.LenOfSnake: 10.20, Max.LenOfSnake:  26.00 Time: 08:43:15 \n",
      "Ep.:  10850, Loss: 10.956, Avg.Score: 67.00, Avg.LenOfSnake: 8.23, Max.LenOfSnake:  20.00 Time: 08:43:37 \n",
      "Ep.:  10860, Loss: 8.906, Avg.Score: 115.00, Avg.LenOfSnake: 9.83, Max.LenOfSnake:  17.00 Time: 08:43:58 \n",
      "Ep.:  10870, Loss: 10.440, Avg.Score: 125.00, Avg.LenOfSnake: 10.17, Max.LenOfSnake:  19.00 Time: 08:44:21 \n",
      "Ep.:  10880, Loss: 9.668, Avg.Score: 72.00, Avg.LenOfSnake: 8.40, Max.LenOfSnake:  18.00 Time: 08:44:42 \n",
      "Ep.:  10890, Loss: 11.037, Avg.Score: 121.00, Avg.LenOfSnake: 10.03, Max.LenOfSnake:  25.00 Time: 08:45:03 \n",
      "Ep.:  10900, Loss: 9.924, Avg.Score: 153.00, Avg.LenOfSnake: 11.10, Max.LenOfSnake:  19.00 Time: 08:45:27 \n",
      "Ep.:  10910, Loss: 10.709, Avg.Score: 139.00, Avg.LenOfSnake: 10.63, Max.LenOfSnake:  22.00 Time: 08:45:51 \n",
      "Ep.:  10920, Loss: 9.924, Avg.Score: 99.00, Avg.LenOfSnake: 9.30, Max.LenOfSnake:  18.00 Time: 08:46:14 \n",
      "Ep.:  10930, Loss: 10.744, Avg.Score: 90.00, Avg.LenOfSnake: 9.00, Max.LenOfSnake:  20.00 Time: 08:46:35 \n",
      "Ep.:  10940, Loss: 9.455, Avg.Score: 170.00, Avg.LenOfSnake: 11.67, Max.LenOfSnake:  25.00 Time: 08:46:58 \n",
      "Ep.:  10950, Loss: 10.725, Avg.Score: 130.00, Avg.LenOfSnake: 10.33, Max.LenOfSnake:  22.00 Time: 08:47:21 \n",
      "Ep.:  10960, Loss: 9.496, Avg.Score: 75.00, Avg.LenOfSnake: 8.50, Max.LenOfSnake:  16.00 Time: 08:47:44 \n",
      "Ep.:  10970, Loss: 10.252, Avg.Score: 103.00, Avg.LenOfSnake: 9.43, Max.LenOfSnake:  27.00 Time: 08:48:06 \n",
      "Ep.:  10980, Loss: 9.158, Avg.Score: 109.00, Avg.LenOfSnake: 9.63, Max.LenOfSnake:  21.00 Time: 08:48:28 \n",
      "Ep.:  10990, Loss: 10.035, Avg.Score: 88.00, Avg.LenOfSnake: 8.93, Max.LenOfSnake:  21.00 Time: 08:48:50 \n",
      "Ep.:  11000, Loss: 8.382, Avg.Score: 44.00, Avg.LenOfSnake: 7.47, Max.LenOfSnake:  14.00 Time: 08:49:08 \n",
      "Ep.:  11010, Loss: 9.457, Avg.Score: 122.00, Avg.LenOfSnake: 10.07, Max.LenOfSnake:  18.00 Time: 08:49:32 \n",
      "Ep.:  11020, Loss: 10.860, Avg.Score: 146.00, Avg.LenOfSnake: 10.87, Max.LenOfSnake:  25.00 Time: 08:49:56 \n",
      "Ep.:  11030, Loss: 9.908, Avg.Score: 103.00, Avg.LenOfSnake: 9.43, Max.LenOfSnake:  19.00 Time: 08:50:17 \n",
      "Ep.:  11040, Loss: 9.534, Avg.Score: 138.00, Avg.LenOfSnake: 10.60, Max.LenOfSnake:  16.00 Time: 08:50:40 \n",
      "Ep.:  11050, Loss: 10.999, Avg.Score: 137.00, Avg.LenOfSnake: 10.57, Max.LenOfSnake:  20.00 Time: 08:51:07 \n",
      "Ep.:  11060, Loss: 10.993, Avg.Score: 162.00, Avg.LenOfSnake: 11.40, Max.LenOfSnake:  19.00 Time: 08:51:32 \n",
      "Ep.:  11070, Loss: 9.964, Avg.Score: 99.00, Avg.LenOfSnake: 9.30, Max.LenOfSnake:  17.00 Time: 08:51:52 \n",
      "Ep.:  11080, Loss: 9.601, Avg.Score: 158.00, Avg.LenOfSnake: 11.27, Max.LenOfSnake:  21.00 Time: 08:52:15 \n",
      "Ep.:  11090, Loss: 10.652, Avg.Score: 130.00, Avg.LenOfSnake: 10.33, Max.LenOfSnake:  20.00 Time: 08:52:39 \n",
      "Ep.:  11100, Loss: 10.745, Avg.Score: 61.00, Avg.LenOfSnake: 8.03, Max.LenOfSnake:  17.00 Time: 08:53:02 \n",
      "Ep.:  11110, Loss: 9.410, Avg.Score: 149.00, Avg.LenOfSnake: 10.97, Max.LenOfSnake:  24.00 Time: 08:53:23 \n",
      "Ep.:  11120, Loss: 9.661, Avg.Score: 117.00, Avg.LenOfSnake: 9.90, Max.LenOfSnake:  22.00 Time: 08:53:46 \n",
      "Ep.:  11130, Loss: 10.671, Avg.Score: 92.00, Avg.LenOfSnake: 9.07, Max.LenOfSnake:  19.00 Time: 08:54:09 \n",
      "Ep.:  11140, Loss: 10.040, Avg.Score: 142.00, Avg.LenOfSnake: 10.73, Max.LenOfSnake:  24.00 Time: 08:54:31 \n",
      "Ep.:  11150, Loss: 10.932, Avg.Score: 136.00, Avg.LenOfSnake: 10.53, Max.LenOfSnake:  23.00 Time: 08:54:54 \n",
      "Ep.:  11160, Loss: 8.644, Avg.Score: 137.00, Avg.LenOfSnake: 10.57, Max.LenOfSnake:  20.00 Time: 08:55:19 \n",
      "Ep.:  11170, Loss: 10.252, Avg.Score: 107.00, Avg.LenOfSnake: 9.57, Max.LenOfSnake:  19.00 Time: 08:55:39 \n",
      "Ep.:  11180, Loss: 9.431, Avg.Score: 87.00, Avg.LenOfSnake: 8.90, Max.LenOfSnake:  19.00 Time: 08:55:59 \n",
      "Ep.:  11190, Loss: 9.430, Avg.Score: 120.00, Avg.LenOfSnake: 10.00, Max.LenOfSnake:  24.00 Time: 08:56:19 \n",
      "Ep.:  11200, Loss: 11.266, Avg.Score: 114.00, Avg.LenOfSnake: 9.80, Max.LenOfSnake:  21.00 Time: 08:56:39 \n",
      "Ep.:  11210, Loss: 9.968, Avg.Score: 160.00, Avg.LenOfSnake: 11.33, Max.LenOfSnake:  23.00 Time: 08:57:01 \n",
      "Ep.:  11220, Loss: 10.695, Avg.Score: 102.00, Avg.LenOfSnake: 9.40, Max.LenOfSnake:  16.00 Time: 08:57:24 \n",
      "Ep.:  11230, Loss: 11.031, Avg.Score: 123.00, Avg.LenOfSnake: 10.10, Max.LenOfSnake:  17.00 Time: 08:57:46 \n",
      "Ep.:  11240, Loss: 9.441, Avg.Score: 126.00, Avg.LenOfSnake: 10.20, Max.LenOfSnake:  23.00 Time: 08:58:08 \n",
      "Ep.:  11250, Loss: 9.306, Avg.Score: 105.00, Avg.LenOfSnake: 9.50, Max.LenOfSnake:  18.00 Time: 08:58:32 \n",
      "Ep.:  11260, Loss: 9.231, Avg.Score: 96.00, Avg.LenOfSnake: 9.20, Max.LenOfSnake:  20.00 Time: 08:58:53 \n",
      "Ep.:  11270, Loss: 10.560, Avg.Score: 124.00, Avg.LenOfSnake: 10.13, Max.LenOfSnake:  19.00 Time: 08:59:17 \n",
      "Ep.:  11280, Loss: 10.813, Avg.Score: 161.00, Avg.LenOfSnake: 11.37, Max.LenOfSnake:  23.00 Time: 08:59:41 \n",
      "Ep.:  11290, Loss: 10.096, Avg.Score: 128.00, Avg.LenOfSnake: 10.27, Max.LenOfSnake:  18.00 Time: 09:00:06 \n",
      "Ep.:  11300, Loss: 9.495, Avg.Score: 120.00, Avg.LenOfSnake: 10.00, Max.LenOfSnake:  19.00 Time: 09:00:29 \n",
      "Ep.:  11310, Loss: 11.170, Avg.Score: 125.00, Avg.LenOfSnake: 10.17, Max.LenOfSnake:  19.00 Time: 09:00:49 \n",
      "Ep.:  11320, Loss: 10.515, Avg.Score: 163.00, Avg.LenOfSnake: 11.43, Max.LenOfSnake:  19.00 Time: 09:01:12 \n",
      "Ep.:  11330, Loss: 10.934, Avg.Score: 163.00, Avg.LenOfSnake: 11.43, Max.LenOfSnake:  20.00 Time: 09:01:37 \n",
      "Ep.:  11340, Loss: 10.221, Avg.Score: 180.00, Avg.LenOfSnake: 12.00, Max.LenOfSnake:  22.00 Time: 09:02:02 \n",
      "Ep.:  11350, Loss: 10.769, Avg.Score: 155.00, Avg.LenOfSnake: 11.17, Max.LenOfSnake:  20.00 Time: 09:02:26 \n",
      "Ep.:  11360, Loss: 9.338, Avg.Score: 122.00, Avg.LenOfSnake: 10.07, Max.LenOfSnake:  19.00 Time: 09:02:49 \n",
      "Ep.:  11370, Loss: 10.088, Avg.Score: 165.00, Avg.LenOfSnake: 11.50, Max.LenOfSnake:  22.00 Time: 09:03:12 \n",
      "Ep.:  11380, Loss: 10.691, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  23.00 Time: 09:03:37 \n",
      "Ep.:  11390, Loss: 9.706, Avg.Score: 124.00, Avg.LenOfSnake: 10.13, Max.LenOfSnake:  23.00 Time: 09:03:59 \n",
      "Ep.:  11400, Loss: 10.036, Avg.Score: 122.00, Avg.LenOfSnake: 10.07, Max.LenOfSnake:  23.00 Time: 09:04:20 \n",
      "Ep.:  11410, Loss: 9.173, Avg.Score: 126.00, Avg.LenOfSnake: 10.20, Max.LenOfSnake:  21.00 Time: 09:04:45 \n",
      "Ep.:  11420, Loss: 11.321, Avg.Score: 80.00, Avg.LenOfSnake: 8.67, Max.LenOfSnake:  23.00 Time: 09:05:06 \n",
      "Ep.:  11430, Loss: 9.468, Avg.Score: 118.00, Avg.LenOfSnake: 9.93, Max.LenOfSnake:  23.00 Time: 09:05:30 \n",
      "Ep.:  11440, Loss: 11.318, Avg.Score: 124.00, Avg.LenOfSnake: 10.13, Max.LenOfSnake:  15.00 Time: 09:06:04 \n",
      "Ep.:  11450, Loss: 10.069, Avg.Score: 96.00, Avg.LenOfSnake: 9.20, Max.LenOfSnake:  17.00 Time: 09:06:52 \n",
      "Ep.:  11460, Loss: 11.165, Avg.Score: 111.00, Avg.LenOfSnake: 9.70, Max.LenOfSnake:  23.00 Time: 09:07:19 \n",
      "Ep.:  11470, Loss: 10.081, Avg.Score: 131.00, Avg.LenOfSnake: 10.37, Max.LenOfSnake:  18.00 Time: 09:07:41 \n",
      "Ep.:  11480, Loss: 10.225, Avg.Score: 143.00, Avg.LenOfSnake: 10.77, Max.LenOfSnake:  21.00 Time: 09:08:03 \n",
      "Ep.:  11490, Loss: 10.295, Avg.Score: 142.00, Avg.LenOfSnake: 10.73, Max.LenOfSnake:  23.00 Time: 09:08:25 \n",
      "Ep.:  11500, Loss: 11.806, Avg.Score: 122.00, Avg.LenOfSnake: 10.07, Max.LenOfSnake:  21.00 Time: 09:08:47 \n",
      "Ep.:  11510, Loss: 10.237, Avg.Score: 156.00, Avg.LenOfSnake: 11.20, Max.LenOfSnake:  21.00 Time: 09:09:10 \n",
      "Ep.:  11520, Loss: 10.114, Avg.Score: 131.00, Avg.LenOfSnake: 10.37, Max.LenOfSnake:  23.00 Time: 09:09:32 \n",
      "Ep.:  11530, Loss: 9.794, Avg.Score: 100.00, Avg.LenOfSnake: 9.33, Max.LenOfSnake:  17.00 Time: 09:09:54 \n",
      "Ep.:  11540, Loss: 10.284, Avg.Score: 161.00, Avg.LenOfSnake: 11.37, Max.LenOfSnake:  25.00 Time: 09:10:17 \n",
      "Ep.:  11550, Loss: 9.358, Avg.Score: 141.00, Avg.LenOfSnake: 10.70, Max.LenOfSnake:  25.00 Time: 09:10:39 \n",
      "Ep.:  11560, Loss: 10.205, Avg.Score: 99.00, Avg.LenOfSnake: 9.30, Max.LenOfSnake:  19.00 Time: 09:11:02 \n",
      "Ep.:  11570, Loss: 10.255, Avg.Score: 104.00, Avg.LenOfSnake: 9.47, Max.LenOfSnake:  21.00 Time: 09:11:24 \n",
      "Ep.:  11580, Loss: 9.042, Avg.Score: 101.00, Avg.LenOfSnake: 9.37, Max.LenOfSnake:  15.00 Time: 09:11:47 \n",
      "Ep.:  11590, Loss: 9.224, Avg.Score: 110.00, Avg.LenOfSnake: 9.67, Max.LenOfSnake:  17.00 Time: 09:12:10 \n",
      "Ep.:  11600, Loss: 10.704, Avg.Score: 128.00, Avg.LenOfSnake: 10.27, Max.LenOfSnake:  22.00 Time: 09:12:33 \n",
      "Ep.:  11610, Loss: 9.986, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  24.00 Time: 09:12:57 \n",
      "Ep.:  11620, Loss: 10.139, Avg.Score: 84.00, Avg.LenOfSnake: 8.80, Max.LenOfSnake:  17.00 Time: 09:13:19 \n",
      "Ep.:  11630, Loss: 9.557, Avg.Score: 130.00, Avg.LenOfSnake: 10.33, Max.LenOfSnake:  19.00 Time: 09:13:41 \n",
      "Ep.:  11640, Loss: 10.123, Avg.Score: 113.00, Avg.LenOfSnake: 9.77, Max.LenOfSnake:  19.00 Time: 09:14:05 \n",
      "Ep.:  11650, Loss: 10.913, Avg.Score: 104.00, Avg.LenOfSnake: 9.47, Max.LenOfSnake:  19.00 Time: 09:14:27 \n",
      "Ep.:  11660, Loss: 10.882, Avg.Score: 113.00, Avg.LenOfSnake: 9.77, Max.LenOfSnake:  17.00 Time: 09:14:48 \n",
      "Ep.:  11670, Loss: 9.340, Avg.Score: 113.00, Avg.LenOfSnake: 9.77, Max.LenOfSnake:  18.00 Time: 09:15:10 \n",
      "Ep.:  11680, Loss: 9.483, Avg.Score: 151.00, Avg.LenOfSnake: 11.03, Max.LenOfSnake:  21.00 Time: 09:15:32 \n",
      "Ep.:  11690, Loss: 9.000, Avg.Score: 106.00, Avg.LenOfSnake: 9.53, Max.LenOfSnake:  17.00 Time: 09:15:57 \n",
      "Ep.:  11700, Loss: 10.199, Avg.Score: 126.00, Avg.LenOfSnake: 10.20, Max.LenOfSnake:  23.00 Time: 09:16:19 \n",
      "Ep.:  11710, Loss: 9.889, Avg.Score: 150.00, Avg.LenOfSnake: 11.00, Max.LenOfSnake:  23.00 Time: 09:16:41 \n",
      "Ep.:  11720, Loss: 11.046, Avg.Score: 136.00, Avg.LenOfSnake: 10.53, Max.LenOfSnake:  19.00 Time: 09:17:01 \n",
      "Ep.:  11730, Loss: 9.852, Avg.Score: 122.00, Avg.LenOfSnake: 10.07, Max.LenOfSnake:  22.00 Time: 09:17:26 \n",
      "Ep.:  11740, Loss: 10.267, Avg.Score: 111.00, Avg.LenOfSnake: 9.70, Max.LenOfSnake:  19.00 Time: 09:17:48 \n",
      "Ep.:  11750, Loss: 10.659, Avg.Score: 121.00, Avg.LenOfSnake: 10.03, Max.LenOfSnake:  19.00 Time: 09:18:09 \n",
      "Ep.:  11760, Loss: 9.082, Avg.Score: 159.00, Avg.LenOfSnake: 11.30, Max.LenOfSnake:  24.00 Time: 09:18:33 \n",
      "Ep.:  11770, Loss: 10.240, Avg.Score: 166.00, Avg.LenOfSnake: 11.53, Max.LenOfSnake:  21.00 Time: 09:18:55 \n",
      "Ep.:  11780, Loss: 10.321, Avg.Score: 150.00, Avg.LenOfSnake: 11.00, Max.LenOfSnake:  25.00 Time: 09:19:20 \n",
      "Ep.:  11790, Loss: 8.603, Avg.Score: 114.00, Avg.LenOfSnake: 9.80, Max.LenOfSnake:  20.00 Time: 09:19:43 \n",
      "Ep.:  11800, Loss: 9.469, Avg.Score: 105.00, Avg.LenOfSnake: 9.50, Max.LenOfSnake:  26.00 Time: 09:20:06 \n",
      "Ep.:  11810, Loss: 9.638, Avg.Score: 127.00, Avg.LenOfSnake: 10.23, Max.LenOfSnake:  21.00 Time: 09:20:31 \n",
      "Ep.:  11820, Loss: 10.971, Avg.Score: 102.00, Avg.LenOfSnake: 9.40, Max.LenOfSnake:  21.00 Time: 09:20:53 \n",
      "Ep.:  11830, Loss: 10.688, Avg.Score: 116.00, Avg.LenOfSnake: 9.87, Max.LenOfSnake:  23.00 Time: 09:21:16 \n",
      "Ep.:  11840, Loss: 9.513, Avg.Score: 122.00, Avg.LenOfSnake: 10.07, Max.LenOfSnake:  18.00 Time: 09:21:38 \n",
      "Ep.:  11850, Loss: 10.694, Avg.Score: 136.00, Avg.LenOfSnake: 10.53, Max.LenOfSnake:  28.00 Time: 09:22:02 \n",
      "Ep.:  11860, Loss: 9.048, Avg.Score: 109.00, Avg.LenOfSnake: 9.63, Max.LenOfSnake:  18.00 Time: 09:22:24 \n",
      "Ep.:  11870, Loss: 8.198, Avg.Score: 59.00, Avg.LenOfSnake: 7.97, Max.LenOfSnake:  14.00 Time: 09:22:44 \n",
      "Ep.:  11880, Loss: 9.355, Avg.Score: 96.00, Avg.LenOfSnake: 9.20, Max.LenOfSnake:  17.00 Time: 09:23:07 \n",
      "Ep.:  11890, Loss: 8.938, Avg.Score: 125.00, Avg.LenOfSnake: 10.17, Max.LenOfSnake:  20.00 Time: 09:23:28 \n",
      "Ep.:  11900, Loss: 11.386, Avg.Score: 114.00, Avg.LenOfSnake: 9.80, Max.LenOfSnake:  17.00 Time: 09:23:52 \n",
      "Ep.:  11910, Loss: 10.240, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  22.00 Time: 09:24:15 \n",
      "Ep.:  11920, Loss: 10.301, Avg.Score: 104.00, Avg.LenOfSnake: 9.47, Max.LenOfSnake:  17.00 Time: 09:24:36 \n",
      "Ep.:  11930, Loss: 10.160, Avg.Score: 121.00, Avg.LenOfSnake: 10.03, Max.LenOfSnake:  21.00 Time: 09:24:59 \n",
      "Ep.:  11940, Loss: 10.110, Avg.Score: 163.00, Avg.LenOfSnake: 11.43, Max.LenOfSnake:  22.00 Time: 09:25:22 \n",
      "Ep.:  11950, Loss: 9.284, Avg.Score: 59.00, Avg.LenOfSnake: 7.97, Max.LenOfSnake:  14.00 Time: 09:25:45 \n",
      "Ep.:  11960, Loss: 9.812, Avg.Score: 141.00, Avg.LenOfSnake: 10.70, Max.LenOfSnake:  21.00 Time: 09:26:08 \n",
      "Ep.:  11970, Loss: 10.180, Avg.Score: 140.00, Avg.LenOfSnake: 10.67, Max.LenOfSnake:  24.00 Time: 09:26:29 \n",
      "Ep.:  11980, Loss: 9.273, Avg.Score: 123.00, Avg.LenOfSnake: 10.10, Max.LenOfSnake:  22.00 Time: 09:26:52 \n",
      "Ep.:  11990, Loss: 9.509, Avg.Score: 152.00, Avg.LenOfSnake: 11.07, Max.LenOfSnake:  28.00 Time: 09:27:14 \n",
      "Ep.:  12000, Loss: 9.607, Avg.Score: 74.00, Avg.LenOfSnake: 8.47, Max.LenOfSnake:  22.00 Time: 09:27:36 \n",
      "Ep.:  12010, Loss: 9.476, Avg.Score: 135.00, Avg.LenOfSnake: 10.50, Max.LenOfSnake:  21.00 Time: 09:27:58 \n",
      "Ep.:  12020, Loss: 9.948, Avg.Score: 85.00, Avg.LenOfSnake: 8.83, Max.LenOfSnake:  22.00 Time: 09:28:20 \n",
      "Ep.:  12030, Loss: 10.167, Avg.Score: 132.00, Avg.LenOfSnake: 10.40, Max.LenOfSnake:  19.00 Time: 09:28:42 \n",
      "Ep.:  12040, Loss: 9.993, Avg.Score: 154.00, Avg.LenOfSnake: 11.13, Max.LenOfSnake:  20.00 Time: 09:29:06 \n",
      "Ep.:  12050, Loss: 9.535, Avg.Score: 103.00, Avg.LenOfSnake: 9.43, Max.LenOfSnake:  23.00 Time: 09:29:29 \n",
      "Ep.:  12060, Loss: 10.229, Avg.Score: 123.00, Avg.LenOfSnake: 10.10, Max.LenOfSnake:  18.00 Time: 09:29:52 \n",
      "Ep.:  12070, Loss: 9.261, Avg.Score: 134.00, Avg.LenOfSnake: 10.47, Max.LenOfSnake:  20.00 Time: 09:30:14 \n",
      "Ep.:  12080, Loss: 9.547, Avg.Score: 144.00, Avg.LenOfSnake: 10.80, Max.LenOfSnake:  21.00 Time: 09:30:38 \n",
      "Ep.:  12090, Loss: 10.179, Avg.Score: 128.00, Avg.LenOfSnake: 10.27, Max.LenOfSnake:  22.00 Time: 09:31:01 \n",
      "Ep.:  12100, Loss: 10.339, Avg.Score: 169.00, Avg.LenOfSnake: 11.63, Max.LenOfSnake:  23.00 Time: 09:31:24 \n",
      "Ep.:  12110, Loss: 9.829, Avg.Score: 129.00, Avg.LenOfSnake: 10.30, Max.LenOfSnake:  25.00 Time: 09:31:46 \n",
      "Ep.:  12120, Loss: 8.774, Avg.Score: 129.00, Avg.LenOfSnake: 10.30, Max.LenOfSnake:  22.00 Time: 09:32:08 \n",
      "Ep.:  12130, Loss: 9.760, Avg.Score: 78.00, Avg.LenOfSnake: 8.60, Max.LenOfSnake:  19.00 Time: 09:32:31 \n",
      "Ep.:  12140, Loss: 11.389, Avg.Score: 165.00, Avg.LenOfSnake: 11.50, Max.LenOfSnake:  22.00 Time: 09:32:53 \n",
      "Ep.:  12150, Loss: 10.138, Avg.Score: 128.00, Avg.LenOfSnake: 10.27, Max.LenOfSnake:  26.00 Time: 09:33:16 \n",
      "Ep.:  12160, Loss: 10.990, Avg.Score: 104.00, Avg.LenOfSnake: 9.47, Max.LenOfSnake:  20.00 Time: 09:33:38 \n",
      "Ep.:  12170, Loss: 9.840, Avg.Score: 91.00, Avg.LenOfSnake: 9.03, Max.LenOfSnake:  15.00 Time: 09:34:01 \n",
      "Ep.:  12180, Loss: 10.260, Avg.Score: 143.00, Avg.LenOfSnake: 10.77, Max.LenOfSnake:  18.00 Time: 09:34:25 \n",
      "Ep.:  12190, Loss: 9.680, Avg.Score: 171.00, Avg.LenOfSnake: 11.70, Max.LenOfSnake:  22.00 Time: 09:34:48 \n",
      "Ep.:  12200, Loss: 9.823, Avg.Score: 43.00, Avg.LenOfSnake: 7.43, Max.LenOfSnake:  19.00 Time: 09:35:09 \n",
      "Ep.:  12210, Loss: 9.780, Avg.Score: 108.00, Avg.LenOfSnake: 9.60, Max.LenOfSnake:  20.00 Time: 09:35:32 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  12220, Loss: 9.437, Avg.Score: 92.00, Avg.LenOfSnake: 9.07, Max.LenOfSnake:  16.00 Time: 09:35:53 \n",
      "Ep.:  12230, Loss: 10.674, Avg.Score: 125.00, Avg.LenOfSnake: 10.17, Max.LenOfSnake:  23.00 Time: 09:36:16 \n",
      "Ep.:  12240, Loss: 9.329, Avg.Score: 143.00, Avg.LenOfSnake: 10.77, Max.LenOfSnake:  24.00 Time: 09:36:40 \n",
      "Ep.:  12250, Loss: 9.502, Avg.Score: 98.00, Avg.LenOfSnake: 9.27, Max.LenOfSnake:  18.00 Time: 09:37:06 \n",
      "Ep.:  12260, Loss: 11.894, Avg.Score: 108.00, Avg.LenOfSnake: 9.60, Max.LenOfSnake:  23.00 Time: 09:37:53 \n",
      "Ep.:  12270, Loss: 10.675, Avg.Score: 139.00, Avg.LenOfSnake: 10.63, Max.LenOfSnake:  19.00 Time: 09:38:19 \n",
      "Ep.:  12280, Loss: 10.463, Avg.Score: 129.00, Avg.LenOfSnake: 10.30, Max.LenOfSnake:  19.00 Time: 09:38:50 \n",
      "Ep.:  12290, Loss: 8.807, Avg.Score: 142.00, Avg.LenOfSnake: 10.73, Max.LenOfSnake:  21.00 Time: 09:39:15 \n",
      "Ep.:  12300, Loss: 10.373, Avg.Score: 89.00, Avg.LenOfSnake: 8.97, Max.LenOfSnake:  17.00 Time: 09:39:37 \n",
      "Ep.:  12310, Loss: 9.721, Avg.Score: 126.00, Avg.LenOfSnake: 10.20, Max.LenOfSnake:  17.00 Time: 09:40:01 \n",
      "Ep.:  12320, Loss: 9.898, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  24.00 Time: 09:40:27 \n",
      "Ep.:  12330, Loss: 9.776, Avg.Score: 108.00, Avg.LenOfSnake: 9.60, Max.LenOfSnake:  17.00 Time: 09:40:53 \n",
      "Ep.:  12340, Loss: 10.744, Avg.Score: 162.00, Avg.LenOfSnake: 11.40, Max.LenOfSnake:  21.00 Time: 09:41:18 \n",
      "Ep.:  12350, Loss: 9.140, Avg.Score: 115.00, Avg.LenOfSnake: 9.83, Max.LenOfSnake:  15.00 Time: 09:41:42 \n",
      "Ep.:  12360, Loss: 11.836, Avg.Score: 116.00, Avg.LenOfSnake: 9.87, Max.LenOfSnake:  23.00 Time: 09:42:06 \n",
      "Ep.:  12370, Loss: 10.205, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  26.00 Time: 09:42:30 \n",
      "Ep.:  12380, Loss: 9.240, Avg.Score: 136.00, Avg.LenOfSnake: 10.53, Max.LenOfSnake:  24.00 Time: 09:42:54 \n",
      "Ep.:  12390, Loss: 11.034, Avg.Score: 141.00, Avg.LenOfSnake: 10.70, Max.LenOfSnake:  18.00 Time: 09:43:18 \n",
      "Ep.:  12400, Loss: 9.242, Avg.Score: 114.00, Avg.LenOfSnake: 9.80, Max.LenOfSnake:  23.00 Time: 09:43:42 \n",
      "Ep.:  12410, Loss: 11.047, Avg.Score: 101.00, Avg.LenOfSnake: 9.37, Max.LenOfSnake:  22.00 Time: 09:44:05 \n",
      "Ep.:  12420, Loss: 9.236, Avg.Score: 119.00, Avg.LenOfSnake: 9.97, Max.LenOfSnake:  21.00 Time: 09:44:32 \n",
      "Ep.:  12430, Loss: 10.221, Avg.Score: 113.00, Avg.LenOfSnake: 9.77, Max.LenOfSnake:  19.00 Time: 09:44:56 \n",
      "Ep.:  12440, Loss: 10.246, Avg.Score: 154.00, Avg.LenOfSnake: 11.13, Max.LenOfSnake:  20.00 Time: 09:45:21 \n",
      "Ep.:  12450, Loss: 10.308, Avg.Score: 171.00, Avg.LenOfSnake: 11.70, Max.LenOfSnake:  26.00 Time: 09:45:48 \n",
      "Ep.:  12460, Loss: 11.576, Avg.Score: 86.00, Avg.LenOfSnake: 8.87, Max.LenOfSnake:  14.00 Time: 09:46:14 \n",
      "Ep.:  12470, Loss: 9.531, Avg.Score: 110.00, Avg.LenOfSnake: 9.67, Max.LenOfSnake:  19.00 Time: 09:46:37 \n",
      "Ep.:  12480, Loss: 10.278, Avg.Score: 139.00, Avg.LenOfSnake: 10.63, Max.LenOfSnake:  20.00 Time: 09:47:01 \n",
      "Ep.:  12490, Loss: 9.003, Avg.Score: 90.00, Avg.LenOfSnake: 9.00, Max.LenOfSnake:  14.00 Time: 09:47:25 \n",
      "Ep.:  12500, Loss: 10.285, Avg.Score: 152.00, Avg.LenOfSnake: 11.07, Max.LenOfSnake:  23.00 Time: 09:47:47 \n",
      "Ep.:  12510, Loss: 9.119, Avg.Score: 119.00, Avg.LenOfSnake: 9.97, Max.LenOfSnake:  19.00 Time: 09:48:09 \n",
      "Ep.:  12520, Loss: 10.001, Avg.Score: 154.00, Avg.LenOfSnake: 11.13, Max.LenOfSnake:  26.00 Time: 09:48:32 \n",
      "Ep.:  12530, Loss: 9.292, Avg.Score: 86.00, Avg.LenOfSnake: 8.87, Max.LenOfSnake:  23.00 Time: 09:48:56 \n",
      "Ep.:  12540, Loss: 10.166, Avg.Score: 157.00, Avg.LenOfSnake: 11.23, Max.LenOfSnake:  24.00 Time: 09:49:22 \n",
      "Ep.:  12550, Loss: 10.239, Avg.Score: 142.00, Avg.LenOfSnake: 10.73, Max.LenOfSnake:  18.00 Time: 09:49:46 \n",
      "Ep.:  12560, Loss: 11.537, Avg.Score: 90.00, Avg.LenOfSnake: 9.00, Max.LenOfSnake:  23.00 Time: 09:50:09 \n",
      "Ep.:  12570, Loss: 11.203, Avg.Score: 147.00, Avg.LenOfSnake: 10.90, Max.LenOfSnake:  24.00 Time: 09:50:33 \n",
      "Ep.:  12580, Loss: 11.083, Avg.Score: 135.00, Avg.LenOfSnake: 10.50, Max.LenOfSnake:  24.00 Time: 09:50:58 \n",
      "Ep.:  12590, Loss: 9.055, Avg.Score: 112.00, Avg.LenOfSnake: 9.73, Max.LenOfSnake:  17.00 Time: 09:51:22 \n",
      "Ep.:  12600, Loss: 10.422, Avg.Score: 132.00, Avg.LenOfSnake: 10.40, Max.LenOfSnake:  22.00 Time: 09:51:46 \n",
      "Ep.:  12610, Loss: 10.359, Avg.Score: 100.00, Avg.LenOfSnake: 9.33, Max.LenOfSnake:  23.00 Time: 09:52:08 \n",
      "Ep.:  12620, Loss: 10.477, Avg.Score: 103.00, Avg.LenOfSnake: 9.43, Max.LenOfSnake:  16.00 Time: 09:52:30 \n",
      "Ep.:  12630, Loss: 9.315, Avg.Score: 103.00, Avg.LenOfSnake: 9.43, Max.LenOfSnake:  20.00 Time: 09:52:52 \n",
      "Ep.:  12640, Loss: 11.136, Avg.Score: 82.00, Avg.LenOfSnake: 8.73, Max.LenOfSnake:  26.00 Time: 09:53:16 \n",
      "Ep.:  12650, Loss: 9.588, Avg.Score: 80.00, Avg.LenOfSnake: 8.67, Max.LenOfSnake:  16.00 Time: 09:53:40 \n",
      "Ep.:  12660, Loss: 9.602, Avg.Score: 80.00, Avg.LenOfSnake: 8.67, Max.LenOfSnake:  17.00 Time: 09:54:03 \n",
      "Ep.:  12670, Loss: 11.020, Avg.Score: 92.00, Avg.LenOfSnake: 9.07, Max.LenOfSnake:  19.00 Time: 09:54:25 \n",
      "Ep.:  12680, Loss: 9.223, Avg.Score: 171.00, Avg.LenOfSnake: 11.70, Max.LenOfSnake:  24.00 Time: 09:54:49 \n",
      "Ep.:  12690, Loss: 10.664, Avg.Score: 130.00, Avg.LenOfSnake: 10.33, Max.LenOfSnake:  17.00 Time: 09:55:12 \n",
      "Ep.:  12700, Loss: 9.534, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  25.00 Time: 09:55:38 \n",
      "Ep.:  12710, Loss: 9.617, Avg.Score: 136.00, Avg.LenOfSnake: 10.53, Max.LenOfSnake:  24.00 Time: 09:56:02 \n",
      "Ep.:  12720, Loss: 11.233, Avg.Score: 100.00, Avg.LenOfSnake: 9.33, Max.LenOfSnake:  17.00 Time: 09:56:25 \n",
      "Ep.:  12730, Loss: 10.774, Avg.Score: 87.00, Avg.LenOfSnake: 8.90, Max.LenOfSnake:  21.00 Time: 09:56:48 \n",
      "Ep.:  12740, Loss: 9.980, Avg.Score: 101.00, Avg.LenOfSnake: 9.37, Max.LenOfSnake:  22.00 Time: 09:57:13 \n",
      "Ep.:  12750, Loss: 10.320, Avg.Score: 121.00, Avg.LenOfSnake: 10.03, Max.LenOfSnake:  22.00 Time: 09:57:37 \n",
      "Ep.:  12760, Loss: 9.948, Avg.Score: 184.00, Avg.LenOfSnake: 12.13, Max.LenOfSnake:  28.00 Time: 09:58:02 \n",
      "Ep.:  12770, Loss: 10.850, Avg.Score: 170.00, Avg.LenOfSnake: 11.67, Max.LenOfSnake:  25.00 Time: 09:58:29 \n",
      "Ep.:  12780, Loss: 10.046, Avg.Score: 130.00, Avg.LenOfSnake: 10.33, Max.LenOfSnake:  19.00 Time: 09:58:55 \n",
      "Ep.:  12790, Loss: 9.771, Avg.Score: 105.00, Avg.LenOfSnake: 9.50, Max.LenOfSnake:  19.00 Time: 09:59:18 \n",
      "Ep.:  12800, Loss: 9.384, Avg.Score: 148.00, Avg.LenOfSnake: 10.93, Max.LenOfSnake:  23.00 Time: 09:59:43 \n",
      "Ep.:  12810, Loss: 10.342, Avg.Score: 108.00, Avg.LenOfSnake: 9.60, Max.LenOfSnake:  21.00 Time: 10:00:06 \n",
      "Ep.:  12820, Loss: 10.229, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  22.00 Time: 10:00:30 \n",
      "Ep.:  12830, Loss: 10.217, Avg.Score: 124.00, Avg.LenOfSnake: 10.13, Max.LenOfSnake:  20.00 Time: 10:00:55 \n",
      "Ep.:  12840, Loss: 9.150, Avg.Score: 125.00, Avg.LenOfSnake: 10.17, Max.LenOfSnake:  23.00 Time: 10:01:20 \n",
      "Ep.:  12850, Loss: 10.411, Avg.Score: 160.00, Avg.LenOfSnake: 11.33, Max.LenOfSnake:  19.00 Time: 10:01:46 \n",
      "Ep.:  12860, Loss: 10.270, Avg.Score: 122.00, Avg.LenOfSnake: 10.07, Max.LenOfSnake:  23.00 Time: 10:02:10 \n",
      "Ep.:  12870, Loss: 9.035, Avg.Score: 124.00, Avg.LenOfSnake: 10.13, Max.LenOfSnake:  19.00 Time: 10:02:36 \n",
      "Ep.:  12880, Loss: 9.593, Avg.Score: 123.00, Avg.LenOfSnake: 10.10, Max.LenOfSnake:  20.00 Time: 10:03:01 \n",
      "Ep.:  12890, Loss: 10.859, Avg.Score: 166.00, Avg.LenOfSnake: 11.53, Max.LenOfSnake:  21.00 Time: 10:03:25 \n",
      "Ep.:  12900, Loss: 9.675, Avg.Score: 148.00, Avg.LenOfSnake: 10.93, Max.LenOfSnake:  18.00 Time: 10:03:50 \n",
      "Ep.:  12910, Loss: 11.462, Avg.Score: 141.00, Avg.LenOfSnake: 10.70, Max.LenOfSnake:  22.00 Time: 10:04:14 \n",
      "Ep.:  12920, Loss: 8.651, Avg.Score: 112.00, Avg.LenOfSnake: 9.73, Max.LenOfSnake:  19.00 Time: 10:04:38 \n",
      "Ep.:  12930, Loss: 9.395, Avg.Score: 138.00, Avg.LenOfSnake: 10.60, Max.LenOfSnake:  18.00 Time: 10:05:04 \n",
      "Ep.:  12940, Loss: 9.654, Avg.Score: 153.00, Avg.LenOfSnake: 11.10, Max.LenOfSnake:  23.00 Time: 10:05:27 \n",
      "Ep.:  12950, Loss: 10.519, Avg.Score: 105.00, Avg.LenOfSnake: 9.50, Max.LenOfSnake:  22.00 Time: 10:05:50 \n",
      "Ep.:  12960, Loss: 10.599, Avg.Score: 97.00, Avg.LenOfSnake: 9.23, Max.LenOfSnake:  25.00 Time: 10:06:11 \n",
      "Ep.:  12970, Loss: 10.138, Avg.Score: 91.00, Avg.LenOfSnake: 9.03, Max.LenOfSnake:  23.00 Time: 10:06:33 \n",
      "Ep.:  12980, Loss: 10.362, Avg.Score: 137.00, Avg.LenOfSnake: 10.57, Max.LenOfSnake:  23.00 Time: 10:06:57 \n",
      "Ep.:  12990, Loss: 9.582, Avg.Score: 80.00, Avg.LenOfSnake: 8.67, Max.LenOfSnake:  17.00 Time: 10:07:21 \n",
      "Ep.:  13000, Loss: 9.866, Avg.Score: 115.00, Avg.LenOfSnake: 9.83, Max.LenOfSnake:  19.00 Time: 10:07:44 \n",
      "Ep.:  13010, Loss: 9.397, Avg.Score: 123.00, Avg.LenOfSnake: 10.10, Max.LenOfSnake:  18.00 Time: 10:08:08 \n",
      "Ep.:  13020, Loss: 10.040, Avg.Score: 138.00, Avg.LenOfSnake: 10.60, Max.LenOfSnake:  27.00 Time: 10:08:33 \n",
      "Ep.:  13030, Loss: 9.213, Avg.Score: 139.00, Avg.LenOfSnake: 10.63, Max.LenOfSnake:  24.00 Time: 10:08:58 \n",
      "Ep.:  13040, Loss: 10.362, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  22.00 Time: 10:09:24 \n",
      "Ep.:  13050, Loss: 10.124, Avg.Score: 156.00, Avg.LenOfSnake: 11.20, Max.LenOfSnake:  23.00 Time: 10:09:49 \n",
      "Ep.:  13060, Loss: 9.562, Avg.Score: 80.00, Avg.LenOfSnake: 8.67, Max.LenOfSnake:  26.00 Time: 10:10:14 \n",
      "Ep.:  13070, Loss: 9.812, Avg.Score: 129.00, Avg.LenOfSnake: 10.30, Max.LenOfSnake:  19.00 Time: 10:10:38 \n",
      "Ep.:  13080, Loss: 9.015, Avg.Score: 90.00, Avg.LenOfSnake: 9.00, Max.LenOfSnake:  19.00 Time: 10:11:02 \n",
      "Ep.:  13090, Loss: 10.801, Avg.Score: 125.00, Avg.LenOfSnake: 10.17, Max.LenOfSnake:  24.00 Time: 10:11:26 \n",
      "Ep.:  13100, Loss: 10.663, Avg.Score: 182.00, Avg.LenOfSnake: 12.07, Max.LenOfSnake:  21.00 Time: 10:11:51 \n",
      "Ep.:  13110, Loss: 10.565, Avg.Score: 93.00, Avg.LenOfSnake: 9.10, Max.LenOfSnake:  16.00 Time: 10:12:14 \n",
      "Ep.:  13120, Loss: 9.931, Avg.Score: 83.00, Avg.LenOfSnake: 8.77, Max.LenOfSnake:  16.00 Time: 10:12:40 \n",
      "Ep.:  13130, Loss: 9.317, Avg.Score: 151.00, Avg.LenOfSnake: 11.03, Max.LenOfSnake:  21.00 Time: 10:13:06 \n",
      "Ep.:  13140, Loss: 9.060, Avg.Score: 103.00, Avg.LenOfSnake: 9.43, Max.LenOfSnake:  24.00 Time: 10:13:30 \n",
      "Ep.:  13150, Loss: 9.983, Avg.Score: 177.00, Avg.LenOfSnake: 11.90, Max.LenOfSnake:  26.00 Time: 10:13:54 \n",
      "Ep.:  13160, Loss: 9.620, Avg.Score: 133.00, Avg.LenOfSnake: 10.43, Max.LenOfSnake:  26.00 Time: 10:14:19 \n",
      "Ep.:  13170, Loss: 10.448, Avg.Score: 160.00, Avg.LenOfSnake: 11.33, Max.LenOfSnake:  24.00 Time: 10:14:45 \n",
      "Ep.:  13180, Loss: 10.242, Avg.Score: 102.00, Avg.LenOfSnake: 9.40, Max.LenOfSnake:  18.00 Time: 10:15:07 \n",
      "Ep.:  13190, Loss: 10.563, Avg.Score: 135.00, Avg.LenOfSnake: 10.50, Max.LenOfSnake:  19.00 Time: 10:15:32 \n",
      "Ep.:  13200, Loss: 10.310, Avg.Score: 118.00, Avg.LenOfSnake: 9.93, Max.LenOfSnake:  19.00 Time: 10:15:55 \n",
      "Ep.:  13210, Loss: 10.296, Avg.Score: 132.00, Avg.LenOfSnake: 10.40, Max.LenOfSnake:  17.00 Time: 10:16:19 \n",
      "Ep.:  13220, Loss: 10.893, Avg.Score: 135.00, Avg.LenOfSnake: 10.50, Max.LenOfSnake:  20.00 Time: 10:16:44 \n",
      "Ep.:  13230, Loss: 10.344, Avg.Score: 164.00, Avg.LenOfSnake: 11.47, Max.LenOfSnake:  27.00 Time: 10:17:07 \n",
      "Ep.:  13240, Loss: 9.481, Avg.Score: 107.00, Avg.LenOfSnake: 9.57, Max.LenOfSnake:  24.00 Time: 10:17:31 \n",
      "Ep.:  13250, Loss: 9.083, Avg.Score: 126.00, Avg.LenOfSnake: 10.20, Max.LenOfSnake:  17.00 Time: 10:17:55 \n",
      "Ep.:  13260, Loss: 10.352, Avg.Score: 122.00, Avg.LenOfSnake: 10.07, Max.LenOfSnake:  21.00 Time: 10:18:20 \n",
      "Ep.:  13270, Loss: 9.601, Avg.Score: 146.00, Avg.LenOfSnake: 10.87, Max.LenOfSnake:  24.00 Time: 10:18:48 \n",
      "Ep.:  13280, Loss: 10.924, Avg.Score: 156.00, Avg.LenOfSnake: 11.20, Max.LenOfSnake:  22.00 Time: 10:19:13 \n",
      "Ep.:  13290, Loss: 8.315, Avg.Score: 89.00, Avg.LenOfSnake: 8.97, Max.LenOfSnake:  18.00 Time: 10:19:36 \n",
      "Ep.:  13300, Loss: 10.118, Avg.Score: 121.00, Avg.LenOfSnake: 10.03, Max.LenOfSnake:  19.00 Time: 10:20:01 \n",
      "Ep.:  13310, Loss: 12.208, Avg.Score: 142.00, Avg.LenOfSnake: 10.73, Max.LenOfSnake:  18.00 Time: 10:20:26 \n",
      "Ep.:  13320, Loss: 9.464, Avg.Score: 140.00, Avg.LenOfSnake: 10.67, Max.LenOfSnake:  24.00 Time: 10:20:52 \n",
      "Ep.:  13330, Loss: 11.233, Avg.Score: 144.00, Avg.LenOfSnake: 10.80, Max.LenOfSnake:  18.00 Time: 10:21:15 \n",
      "Ep.:  13340, Loss: 9.154, Avg.Score: 108.00, Avg.LenOfSnake: 9.60, Max.LenOfSnake:  18.00 Time: 10:21:40 \n",
      "Ep.:  13350, Loss: 9.149, Avg.Score: 118.00, Avg.LenOfSnake: 9.93, Max.LenOfSnake:  23.00 Time: 10:22:05 \n",
      "Ep.:  13360, Loss: 10.710, Avg.Score: 136.00, Avg.LenOfSnake: 10.53, Max.LenOfSnake:  21.00 Time: 10:22:31 \n",
      "Ep.:  13370, Loss: 10.936, Avg.Score: 134.00, Avg.LenOfSnake: 10.47, Max.LenOfSnake:  25.00 Time: 10:22:56 \n",
      "Ep.:  13380, Loss: 10.069, Avg.Score: 155.00, Avg.LenOfSnake: 11.17, Max.LenOfSnake:  20.00 Time: 10:23:23 \n",
      "Ep.:  13390, Loss: 11.505, Avg.Score: 101.00, Avg.LenOfSnake: 9.37, Max.LenOfSnake:  18.00 Time: 10:23:50 \n",
      "Ep.:  13400, Loss: 8.336, Avg.Score: 104.00, Avg.LenOfSnake: 9.47, Max.LenOfSnake:  27.00 Time: 10:24:15 \n",
      "Ep.:  13410, Loss: 10.484, Avg.Score: 120.00, Avg.LenOfSnake: 10.00, Max.LenOfSnake:  19.00 Time: 10:24:41 \n",
      "Ep.:  13420, Loss: 9.919, Avg.Score: 176.00, Avg.LenOfSnake: 11.87, Max.LenOfSnake:  26.00 Time: 10:25:08 \n",
      "Ep.:  13430, Loss: 10.054, Avg.Score: 124.00, Avg.LenOfSnake: 10.13, Max.LenOfSnake:  24.00 Time: 10:25:31 \n",
      "Ep.:  13440, Loss: 10.739, Avg.Score: 132.00, Avg.LenOfSnake: 10.40, Max.LenOfSnake:  21.00 Time: 10:25:56 \n",
      "Ep.:  13450, Loss: 8.832, Avg.Score: 139.00, Avg.LenOfSnake: 10.63, Max.LenOfSnake:  24.00 Time: 10:26:22 \n",
      "Ep.:  13460, Loss: 9.416, Avg.Score: 155.00, Avg.LenOfSnake: 11.17, Max.LenOfSnake:  20.00 Time: 10:26:47 \n",
      "Ep.:  13470, Loss: 9.450, Avg.Score: 141.00, Avg.LenOfSnake: 10.70, Max.LenOfSnake:  19.00 Time: 10:27:12 \n",
      "Ep.:  13480, Loss: 9.863, Avg.Score: 123.00, Avg.LenOfSnake: 10.10, Max.LenOfSnake:  18.00 Time: 10:27:35 \n",
      "Ep.:  13490, Loss: 10.562, Avg.Score: 159.00, Avg.LenOfSnake: 11.30, Max.LenOfSnake:  26.00 Time: 10:28:01 \n",
      "Ep.:  13500, Loss: 10.405, Avg.Score: 103.00, Avg.LenOfSnake: 9.43, Max.LenOfSnake:  20.00 Time: 10:28:25 \n",
      "Ep.:  13510, Loss: 9.766, Avg.Score: 78.00, Avg.LenOfSnake: 8.60, Max.LenOfSnake:  19.00 Time: 10:28:48 \n",
      "Ep.:  13520, Loss: 7.917, Avg.Score: 146.00, Avg.LenOfSnake: 10.87, Max.LenOfSnake:  28.00 Time: 10:29:10 \n",
      "Ep.:  13530, Loss: 10.106, Avg.Score: 153.00, Avg.LenOfSnake: 11.10, Max.LenOfSnake:  23.00 Time: 10:29:33 \n",
      "Ep.:  13540, Loss: 10.102, Avg.Score: 136.00, Avg.LenOfSnake: 10.53, Max.LenOfSnake:  19.00 Time: 10:29:59 \n",
      "Ep.:  13550, Loss: 10.250, Avg.Score: 161.00, Avg.LenOfSnake: 11.37, Max.LenOfSnake:  19.00 Time: 10:30:23 \n",
      "Ep.:  13560, Loss: 10.341, Avg.Score: 123.00, Avg.LenOfSnake: 10.10, Max.LenOfSnake:  28.00 Time: 10:30:49 \n",
      "Ep.:  13570, Loss: 9.912, Avg.Score: 117.00, Avg.LenOfSnake: 9.90, Max.LenOfSnake:  26.00 Time: 10:31:13 \n",
      "Ep.:  13580, Loss: 10.548, Avg.Score: 146.00, Avg.LenOfSnake: 10.87, Max.LenOfSnake:  21.00 Time: 10:31:41 \n",
      "Ep.:  13590, Loss: 10.725, Avg.Score: 89.00, Avg.LenOfSnake: 8.97, Max.LenOfSnake:  19.00 Time: 10:32:04 \n",
      "Ep.:  13600, Loss: 9.144, Avg.Score: 137.00, Avg.LenOfSnake: 10.57, Max.LenOfSnake:  19.00 Time: 10:32:28 \n",
      "Ep.:  13610, Loss: 12.353, Avg.Score: 152.00, Avg.LenOfSnake: 11.07, Max.LenOfSnake:  20.00 Time: 10:32:53 \n",
      "Ep.:  13620, Loss: 10.178, Avg.Score: 139.00, Avg.LenOfSnake: 10.63, Max.LenOfSnake:  18.00 Time: 10:33:16 \n",
      "Ep.:  13630, Loss: 9.253, Avg.Score: 176.00, Avg.LenOfSnake: 11.87, Max.LenOfSnake:  26.00 Time: 10:33:42 \n",
      "Ep.:  13640, Loss: 10.684, Avg.Score: 125.00, Avg.LenOfSnake: 10.17, Max.LenOfSnake:  21.00 Time: 10:34:07 \n",
      "Ep.:  13650, Loss: 10.608, Avg.Score: 129.00, Avg.LenOfSnake: 10.30, Max.LenOfSnake:  20.00 Time: 10:34:30 \n",
      "Ep.:  13660, Loss: 9.973, Avg.Score: 141.00, Avg.LenOfSnake: 10.70, Max.LenOfSnake:  21.00 Time: 10:34:57 \n",
      "Ep.:  13670, Loss: 9.178, Avg.Score: 152.00, Avg.LenOfSnake: 11.07, Max.LenOfSnake:  22.00 Time: 10:35:22 \n",
      "Ep.:  13680, Loss: 9.867, Avg.Score: 132.00, Avg.LenOfSnake: 10.40, Max.LenOfSnake:  18.00 Time: 10:35:46 \n",
      "Ep.:  13690, Loss: 9.542, Avg.Score: 154.00, Avg.LenOfSnake: 11.13, Max.LenOfSnake:  23.00 Time: 10:36:13 \n",
      "Ep.:  13700, Loss: 9.450, Avg.Score: 149.00, Avg.LenOfSnake: 10.97, Max.LenOfSnake:  26.00 Time: 10:36:40 \n",
      "Ep.:  13710, Loss: 9.033, Avg.Score: 190.00, Avg.LenOfSnake: 12.33, Max.LenOfSnake:  23.00 Time: 10:37:05 \n",
      "Ep.:  13720, Loss: 8.903, Avg.Score: 163.00, Avg.LenOfSnake: 11.43, Max.LenOfSnake:  26.00 Time: 10:37:30 \n",
      "Ep.:  13730, Loss: 8.854, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  26.00 Time: 10:37:57 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  13740, Loss: 9.166, Avg.Score: 116.00, Avg.LenOfSnake: 9.87, Max.LenOfSnake:  19.00 Time: 10:38:22 \n",
      "Ep.:  13750, Loss: 10.512, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  30.00 Time: 10:38:48 \n",
      "Ep.:  13760, Loss: 10.009, Avg.Score: 117.00, Avg.LenOfSnake: 9.90, Max.LenOfSnake:  17.00 Time: 10:39:14 \n",
      "Ep.:  13770, Loss: 9.696, Avg.Score: 143.00, Avg.LenOfSnake: 10.77, Max.LenOfSnake:  23.00 Time: 10:39:39 \n",
      "Ep.:  13780, Loss: 9.811, Avg.Score: 143.00, Avg.LenOfSnake: 10.77, Max.LenOfSnake:  20.00 Time: 10:40:02 \n",
      "Ep.:  13790, Loss: 9.293, Avg.Score: 100.00, Avg.LenOfSnake: 9.33, Max.LenOfSnake:  19.00 Time: 10:40:24 \n",
      "Ep.:  13800, Loss: 10.035, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  27.00 Time: 10:40:46 \n",
      "Ep.:  13810, Loss: 10.734, Avg.Score: 141.00, Avg.LenOfSnake: 10.70, Max.LenOfSnake:  20.00 Time: 10:41:11 \n",
      "Ep.:  13820, Loss: 9.752, Avg.Score: 151.00, Avg.LenOfSnake: 11.03, Max.LenOfSnake:  25.00 Time: 10:41:35 \n",
      "Ep.:  13830, Loss: 9.547, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  27.00 Time: 10:41:58 \n",
      "Ep.:  13840, Loss: 10.672, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  20.00 Time: 10:42:23 \n",
      "Ep.:  13850, Loss: 8.424, Avg.Score: 181.00, Avg.LenOfSnake: 12.03, Max.LenOfSnake:  20.00 Time: 10:42:49 \n",
      "Ep.:  13860, Loss: 10.654, Avg.Score: 102.00, Avg.LenOfSnake: 9.40, Max.LenOfSnake:  21.00 Time: 10:43:12 \n",
      "Ep.:  13870, Loss: 10.363, Avg.Score: 128.00, Avg.LenOfSnake: 10.27, Max.LenOfSnake:  20.00 Time: 10:43:37 \n",
      "Ep.:  13880, Loss: 10.487, Avg.Score: 85.00, Avg.LenOfSnake: 8.83, Max.LenOfSnake:  15.00 Time: 10:43:59 \n",
      "Ep.:  13890, Loss: 9.763, Avg.Score: 129.00, Avg.LenOfSnake: 10.30, Max.LenOfSnake:  20.00 Time: 10:44:23 \n",
      "Ep.:  13900, Loss: 9.884, Avg.Score: 123.00, Avg.LenOfSnake: 10.10, Max.LenOfSnake:  20.00 Time: 10:44:47 \n",
      "Ep.:  13910, Loss: 9.532, Avg.Score: 163.00, Avg.LenOfSnake: 11.43, Max.LenOfSnake:  19.00 Time: 10:45:12 \n",
      "Ep.:  13920, Loss: 9.817, Avg.Score: 117.00, Avg.LenOfSnake: 9.90, Max.LenOfSnake:  21.00 Time: 10:45:34 \n",
      "Ep.:  13930, Loss: 8.219, Avg.Score: 98.00, Avg.LenOfSnake: 9.27, Max.LenOfSnake:  18.00 Time: 10:45:56 \n",
      "Ep.:  13940, Loss: 10.384, Avg.Score: 92.00, Avg.LenOfSnake: 9.07, Max.LenOfSnake:  17.00 Time: 10:46:21 \n",
      "Ep.:  13950, Loss: 9.730, Avg.Score: 171.00, Avg.LenOfSnake: 11.70, Max.LenOfSnake:  20.00 Time: 10:46:45 \n",
      "Ep.:  13960, Loss: 8.314, Avg.Score: 94.00, Avg.LenOfSnake: 9.13, Max.LenOfSnake:  24.00 Time: 10:47:08 \n",
      "Ep.:  13970, Loss: 10.257, Avg.Score: 115.00, Avg.LenOfSnake: 9.83, Max.LenOfSnake:  18.00 Time: 10:47:32 \n",
      "Ep.:  13980, Loss: 10.155, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  22.00 Time: 10:47:57 \n",
      "Ep.:  13990, Loss: 8.711, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  26.00 Time: 10:48:24 \n",
      "Ep.:  14000, Loss: 10.543, Avg.Score: 134.00, Avg.LenOfSnake: 10.47, Max.LenOfSnake:  25.00 Time: 10:48:50 \n",
      "Ep.:  14010, Loss: 10.157, Avg.Score: 155.00, Avg.LenOfSnake: 11.17, Max.LenOfSnake:  23.00 Time: 10:49:14 \n",
      "Ep.:  14020, Loss: 8.297, Avg.Score: 161.00, Avg.LenOfSnake: 11.37, Max.LenOfSnake:  22.00 Time: 10:49:40 \n",
      "Ep.:  14030, Loss: 10.350, Avg.Score: 77.00, Avg.LenOfSnake: 8.57, Max.LenOfSnake:  19.00 Time: 10:50:05 \n",
      "Ep.:  14040, Loss: 9.335, Avg.Score: 85.00, Avg.LenOfSnake: 8.83, Max.LenOfSnake:  17.00 Time: 10:50:29 \n",
      "Ep.:  14050, Loss: 9.672, Avg.Score: 146.00, Avg.LenOfSnake: 10.87, Max.LenOfSnake:  22.00 Time: 10:50:53 \n",
      "Ep.:  14060, Loss: 10.623, Avg.Score: 106.00, Avg.LenOfSnake: 9.53, Max.LenOfSnake:  18.00 Time: 10:51:17 \n",
      "Ep.:  14070, Loss: 9.642, Avg.Score: 137.00, Avg.LenOfSnake: 10.57, Max.LenOfSnake:  21.00 Time: 10:51:45 \n",
      "Ep.:  14080, Loss: 8.090, Avg.Score: 144.00, Avg.LenOfSnake: 10.80, Max.LenOfSnake:  20.00 Time: 10:52:13 \n",
      "Ep.:  14090, Loss: 8.903, Avg.Score: 147.00, Avg.LenOfSnake: 10.90, Max.LenOfSnake:  20.00 Time: 10:52:39 \n",
      "Ep.:  14100, Loss: 9.362, Avg.Score: 125.00, Avg.LenOfSnake: 10.17, Max.LenOfSnake:  21.00 Time: 10:53:02 \n",
      "Ep.:  14110, Loss: 9.349, Avg.Score: 159.00, Avg.LenOfSnake: 11.30, Max.LenOfSnake:  21.00 Time: 10:53:28 \n",
      "Ep.:  14120, Loss: 10.593, Avg.Score: 173.00, Avg.LenOfSnake: 11.77, Max.LenOfSnake:  27.00 Time: 10:53:55 \n",
      "Ep.:  14130, Loss: 9.283, Avg.Score: 130.00, Avg.LenOfSnake: 10.33, Max.LenOfSnake:  24.00 Time: 10:54:22 \n",
      "Ep.:  14140, Loss: 9.212, Avg.Score: 160.00, Avg.LenOfSnake: 11.33, Max.LenOfSnake:  20.00 Time: 10:54:47 \n",
      "Ep.:  14150, Loss: 11.197, Avg.Score: 168.00, Avg.LenOfSnake: 11.60, Max.LenOfSnake:  21.00 Time: 10:55:12 \n",
      "Ep.:  14160, Loss: 10.157, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  29.00 Time: 10:55:40 \n",
      "Ep.:  14170, Loss: 10.867, Avg.Score: 126.00, Avg.LenOfSnake: 10.20, Max.LenOfSnake:  21.00 Time: 10:56:08 \n",
      "Ep.:  14180, Loss: 10.094, Avg.Score: 174.00, Avg.LenOfSnake: 11.80, Max.LenOfSnake:  24.00 Time: 10:56:37 \n",
      "Ep.:  14190, Loss: 10.046, Avg.Score: 165.00, Avg.LenOfSnake: 11.50, Max.LenOfSnake:  20.00 Time: 10:57:05 \n",
      "Ep.:  14200, Loss: 10.144, Avg.Score: 113.00, Avg.LenOfSnake: 9.77, Max.LenOfSnake:  18.00 Time: 10:57:29 \n",
      "Ep.:  14210, Loss: 10.656, Avg.Score: 135.00, Avg.LenOfSnake: 10.50, Max.LenOfSnake:  19.00 Time: 10:57:55 \n",
      "Ep.:  14220, Loss: 10.849, Avg.Score: 181.00, Avg.LenOfSnake: 12.03, Max.LenOfSnake:  27.00 Time: 10:58:21 \n",
      "Ep.:  14230, Loss: 9.849, Avg.Score: 128.00, Avg.LenOfSnake: 10.27, Max.LenOfSnake:  23.00 Time: 10:58:47 \n",
      "Ep.:  14240, Loss: 10.813, Avg.Score: 141.00, Avg.LenOfSnake: 10.70, Max.LenOfSnake:  27.00 Time: 10:59:12 \n",
      "Ep.:  14250, Loss: 9.629, Avg.Score: 113.00, Avg.LenOfSnake: 9.77, Max.LenOfSnake:  25.00 Time: 10:59:37 \n",
      "Ep.:  14260, Loss: 9.620, Avg.Score: 145.00, Avg.LenOfSnake: 10.83, Max.LenOfSnake:  23.00 Time: 11:00:01 \n",
      "Ep.:  14270, Loss: 9.294, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  27.00 Time: 11:00:27 \n",
      "Ep.:  14280, Loss: 9.501, Avg.Score: 163.00, Avg.LenOfSnake: 11.43, Max.LenOfSnake:  21.00 Time: 11:00:55 \n",
      "Ep.:  14290, Loss: 9.440, Avg.Score: 177.00, Avg.LenOfSnake: 11.90, Max.LenOfSnake:  27.00 Time: 11:01:21 \n",
      "Ep.:  14300, Loss: 9.940, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  23.00 Time: 11:01:48 \n",
      "Ep.:  14310, Loss: 8.501, Avg.Score: 131.00, Avg.LenOfSnake: 10.37, Max.LenOfSnake:  20.00 Time: 11:02:14 \n",
      "Ep.:  14320, Loss: 9.661, Avg.Score: 159.00, Avg.LenOfSnake: 11.30, Max.LenOfSnake:  24.00 Time: 11:02:41 \n",
      "Ep.:  14330, Loss: 10.239, Avg.Score: 141.00, Avg.LenOfSnake: 10.70, Max.LenOfSnake:  22.00 Time: 11:03:04 \n",
      "Ep.:  14340, Loss: 9.940, Avg.Score: 144.00, Avg.LenOfSnake: 10.80, Max.LenOfSnake:  19.00 Time: 11:03:31 \n",
      "Ep.:  14350, Loss: 9.822, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  26.00 Time: 11:03:57 \n",
      "Ep.:  14360, Loss: 9.038, Avg.Score: 144.00, Avg.LenOfSnake: 10.80, Max.LenOfSnake:  31.00 Time: 11:04:32 \n",
      "Ep.:  14370, Loss: 9.672, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  25.00 Time: 11:05:22 \n",
      "Ep.:  14380, Loss: 9.294, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  22.00 Time: 11:05:54 \n",
      "Ep.:  14390, Loss: 10.958, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  19.00 Time: 11:06:20 \n",
      "Ep.:  14400, Loss: 9.485, Avg.Score: 141.00, Avg.LenOfSnake: 10.70, Max.LenOfSnake:  23.00 Time: 11:07:12 \n",
      "Ep.:  14410, Loss: 9.949, Avg.Score: 130.00, Avg.LenOfSnake: 10.33, Max.LenOfSnake:  23.00 Time: 11:07:38 \n",
      "Ep.:  14420, Loss: 9.581, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  22.00 Time: 11:08:14 \n",
      "Ep.:  14430, Loss: 9.491, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  23.00 Time: 11:08:46 \n",
      "Ep.:  14440, Loss: 10.720, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  22.00 Time: 11:09:19 \n",
      "Ep.:  14450, Loss: 10.027, Avg.Score: 169.00, Avg.LenOfSnake: 11.63, Max.LenOfSnake:  24.00 Time: 11:10:02 \n",
      "Ep.:  14460, Loss: 9.400, Avg.Score: 134.00, Avg.LenOfSnake: 10.47, Max.LenOfSnake:  20.00 Time: 11:10:28 \n",
      "Ep.:  14470, Loss: 10.486, Avg.Score: 126.00, Avg.LenOfSnake: 10.20, Max.LenOfSnake:  20.00 Time: 11:10:53 \n",
      "Ep.:  14480, Loss: 10.094, Avg.Score: 182.00, Avg.LenOfSnake: 12.07, Max.LenOfSnake:  25.00 Time: 11:11:22 \n",
      "Ep.:  14490, Loss: 9.391, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  22.00 Time: 11:11:48 \n",
      "Ep.:  14500, Loss: 9.700, Avg.Score: 129.00, Avg.LenOfSnake: 10.30, Max.LenOfSnake:  18.00 Time: 11:12:15 \n",
      "Ep.:  14510, Loss: 10.165, Avg.Score: 186.00, Avg.LenOfSnake: 12.20, Max.LenOfSnake:  22.00 Time: 11:12:48 \n",
      "Ep.:  14520, Loss: 9.435, Avg.Score: 106.00, Avg.LenOfSnake: 9.53, Max.LenOfSnake:  20.00 Time: 11:13:18 \n",
      "Ep.:  14530, Loss: 8.850, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  26.00 Time: 11:13:51 \n",
      "Ep.:  14540, Loss: 9.880, Avg.Score: 177.00, Avg.LenOfSnake: 11.90, Max.LenOfSnake:  24.00 Time: 11:14:16 \n",
      "Ep.:  14550, Loss: 11.384, Avg.Score: 166.00, Avg.LenOfSnake: 11.53, Max.LenOfSnake:  22.00 Time: 11:14:42 \n",
      "Ep.:  14560, Loss: 9.838, Avg.Score: 177.00, Avg.LenOfSnake: 11.90, Max.LenOfSnake:  22.00 Time: 11:15:09 \n",
      "Ep.:  14570, Loss: 8.860, Avg.Score: 158.00, Avg.LenOfSnake: 11.27, Max.LenOfSnake:  22.00 Time: 11:15:36 \n",
      "Ep.:  14580, Loss: 10.114, Avg.Score: 186.00, Avg.LenOfSnake: 12.20, Max.LenOfSnake:  25.00 Time: 11:16:02 \n",
      "Ep.:  14590, Loss: 10.101, Avg.Score: 170.00, Avg.LenOfSnake: 11.67, Max.LenOfSnake:  27.00 Time: 11:16:28 \n",
      "Ep.:  14600, Loss: 9.285, Avg.Score: 180.00, Avg.LenOfSnake: 12.00, Max.LenOfSnake:  26.00 Time: 11:16:55 \n",
      "Ep.:  14610, Loss: 10.576, Avg.Score: 190.00, Avg.LenOfSnake: 12.33, Max.LenOfSnake:  29.00 Time: 11:17:24 \n",
      "Ep.:  14620, Loss: 9.247, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  29.00 Time: 11:17:51 \n",
      "Ep.:  14630, Loss: 9.507, Avg.Score: 169.00, Avg.LenOfSnake: 11.63, Max.LenOfSnake:  27.00 Time: 11:18:17 \n",
      "Ep.:  14640, Loss: 9.437, Avg.Score: 120.00, Avg.LenOfSnake: 10.00, Max.LenOfSnake:  22.00 Time: 11:18:42 \n",
      "Ep.:  14650, Loss: 9.803, Avg.Score: 155.00, Avg.LenOfSnake: 11.17, Max.LenOfSnake:  24.00 Time: 11:19:08 \n",
      "Ep.:  14660, Loss: 9.285, Avg.Score: 158.00, Avg.LenOfSnake: 11.27, Max.LenOfSnake:  22.00 Time: 11:19:34 \n",
      "Ep.:  14670, Loss: 9.635, Avg.Score: 137.00, Avg.LenOfSnake: 10.57, Max.LenOfSnake:  24.00 Time: 11:19:59 \n",
      "Ep.:  14680, Loss: 9.273, Avg.Score: 160.00, Avg.LenOfSnake: 11.33, Max.LenOfSnake:  27.00 Time: 11:20:25 \n",
      "Ep.:  14690, Loss: 9.641, Avg.Score: 129.00, Avg.LenOfSnake: 10.30, Max.LenOfSnake:  17.00 Time: 11:20:49 \n",
      "Ep.:  14700, Loss: 9.221, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  24.00 Time: 11:21:15 \n",
      "Ep.:  14710, Loss: 9.615, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  25.00 Time: 11:21:43 \n",
      "Ep.:  14720, Loss: 8.954, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  29.00 Time: 11:22:11 \n",
      "Ep.:  14730, Loss: 9.398, Avg.Score: 181.00, Avg.LenOfSnake: 12.03, Max.LenOfSnake:  26.00 Time: 11:22:37 \n",
      "Ep.:  14740, Loss: 9.807, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  23.00 Time: 11:23:03 \n",
      "Ep.:  14750, Loss: 9.913, Avg.Score: 100.00, Avg.LenOfSnake: 9.33, Max.LenOfSnake:  18.00 Time: 11:23:28 \n",
      "Ep.:  14760, Loss: 8.711, Avg.Score: 184.00, Avg.LenOfSnake: 12.13, Max.LenOfSnake:  29.00 Time: 11:23:56 \n",
      "Ep.:  14770, Loss: 9.999, Avg.Score: 155.00, Avg.LenOfSnake: 11.17, Max.LenOfSnake:  20.00 Time: 11:24:20 \n",
      "Ep.:  14780, Loss: 9.798, Avg.Score: 147.00, Avg.LenOfSnake: 10.90, Max.LenOfSnake:  22.00 Time: 11:24:46 \n",
      "Ep.:  14790, Loss: 8.541, Avg.Score: 163.00, Avg.LenOfSnake: 11.43, Max.LenOfSnake:  26.00 Time: 11:25:13 \n",
      "Ep.:  14800, Loss: 9.608, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  27.00 Time: 11:25:43 \n",
      "Ep.:  14810, Loss: 9.816, Avg.Score: 156.00, Avg.LenOfSnake: 11.20, Max.LenOfSnake:  26.00 Time: 11:26:09 \n",
      "Ep.:  14820, Loss: 10.273, Avg.Score: 142.00, Avg.LenOfSnake: 10.73, Max.LenOfSnake:  21.00 Time: 11:26:32 \n",
      "Ep.:  14830, Loss: 10.045, Avg.Score: 170.00, Avg.LenOfSnake: 11.67, Max.LenOfSnake:  29.00 Time: 11:26:57 \n",
      "Ep.:  14840, Loss: 9.988, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  24.00 Time: 11:27:22 \n",
      "Ep.:  14850, Loss: 8.963, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  32.00 Time: 11:27:48 \n",
      "Ep.:  14860, Loss: 8.963, Avg.Score: 159.00, Avg.LenOfSnake: 11.30, Max.LenOfSnake:  22.00 Time: 11:28:12 \n",
      "Ep.:  14870, Loss: 8.068, Avg.Score: 109.00, Avg.LenOfSnake: 9.63, Max.LenOfSnake:  19.00 Time: 11:28:36 \n",
      "Ep.:  14880, Loss: 10.907, Avg.Score: 95.00, Avg.LenOfSnake: 9.17, Max.LenOfSnake:  14.00 Time: 11:28:58 \n",
      "Ep.:  14890, Loss: 10.052, Avg.Score: 159.00, Avg.LenOfSnake: 11.30, Max.LenOfSnake:  26.00 Time: 11:29:23 \n",
      "Ep.:  14900, Loss: 9.685, Avg.Score: 128.00, Avg.LenOfSnake: 10.27, Max.LenOfSnake:  19.00 Time: 11:29:47 \n",
      "Ep.:  14910, Loss: 8.965, Avg.Score: 176.00, Avg.LenOfSnake: 11.87, Max.LenOfSnake:  20.00 Time: 11:30:11 \n",
      "Ep.:  14920, Loss: 8.377, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  27.00 Time: 11:30:38 \n",
      "Ep.:  14930, Loss: 10.227, Avg.Score: 155.00, Avg.LenOfSnake: 11.17, Max.LenOfSnake:  23.00 Time: 11:31:04 \n",
      "Ep.:  14940, Loss: 10.320, Avg.Score: 178.00, Avg.LenOfSnake: 11.93, Max.LenOfSnake:  21.00 Time: 11:31:31 \n",
      "Ep.:  14950, Loss: 10.152, Avg.Score: 134.00, Avg.LenOfSnake: 10.47, Max.LenOfSnake:  24.00 Time: 11:31:57 \n",
      "Ep.:  14960, Loss: 9.528, Avg.Score: 120.00, Avg.LenOfSnake: 10.00, Max.LenOfSnake:  18.00 Time: 11:32:20 \n",
      "Ep.:  14970, Loss: 9.261, Avg.Score: 166.00, Avg.LenOfSnake: 11.53, Max.LenOfSnake:  27.00 Time: 11:32:45 \n",
      "Ep.:  14980, Loss: 8.917, Avg.Score: 134.00, Avg.LenOfSnake: 10.47, Max.LenOfSnake:  23.00 Time: 11:33:09 \n",
      "Ep.:  14990, Loss: 8.749, Avg.Score: 132.00, Avg.LenOfSnake: 10.40, Max.LenOfSnake:  23.00 Time: 11:33:35 \n",
      "Ep.:  15000, Loss: 9.251, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  30.00 Time: 11:34:03 \n",
      "Ep.:  15010, Loss: 8.682, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  24.00 Time: 11:34:30 \n",
      "Ep.:  15020, Loss: 8.944, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  23.00 Time: 11:34:58 \n",
      "Ep.:  15030, Loss: 9.224, Avg.Score: 159.00, Avg.LenOfSnake: 11.30, Max.LenOfSnake:  20.00 Time: 11:35:25 \n",
      "Ep.:  15040, Loss: 9.644, Avg.Score: 112.00, Avg.LenOfSnake: 9.73, Max.LenOfSnake:  17.00 Time: 11:35:51 \n",
      "Ep.:  15050, Loss: 9.284, Avg.Score: 173.00, Avg.LenOfSnake: 11.77, Max.LenOfSnake:  24.00 Time: 11:36:16 \n",
      "Ep.:  15060, Loss: 9.780, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  23.00 Time: 11:36:43 \n",
      "Ep.:  15070, Loss: 8.358, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  36.00 Time: 11:37:12 \n",
      "Ep.:  15080, Loss: 9.504, Avg.Score: 178.00, Avg.LenOfSnake: 11.93, Max.LenOfSnake:  21.00 Time: 11:37:41 \n",
      "Ep.:  15090, Loss: 8.488, Avg.Score: 117.00, Avg.LenOfSnake: 9.90, Max.LenOfSnake:  17.00 Time: 11:38:04 \n",
      "Ep.:  15100, Loss: 9.664, Avg.Score: 122.00, Avg.LenOfSnake: 10.07, Max.LenOfSnake:  33.00 Time: 11:38:30 \n",
      "Ep.:  15110, Loss: 8.964, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  28.00 Time: 11:38:59 \n",
      "Ep.:  15120, Loss: 8.910, Avg.Score: 143.00, Avg.LenOfSnake: 10.77, Max.LenOfSnake:  20.00 Time: 11:39:24 \n",
      "Ep.:  15130, Loss: 10.808, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  23.00 Time: 11:39:49 \n",
      "Ep.:  15140, Loss: 9.692, Avg.Score: 135.00, Avg.LenOfSnake: 10.50, Max.LenOfSnake:  22.00 Time: 11:40:13 \n",
      "Ep.:  15150, Loss: 10.539, Avg.Score: 115.00, Avg.LenOfSnake: 9.83, Max.LenOfSnake:  16.00 Time: 11:40:36 \n",
      "Ep.:  15160, Loss: 9.519, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  30.00 Time: 11:41:04 \n",
      "Ep.:  15170, Loss: 10.359, Avg.Score: 182.00, Avg.LenOfSnake: 12.07, Max.LenOfSnake:  25.00 Time: 11:41:31 \n",
      "Ep.:  15180, Loss: 8.596, Avg.Score: 171.00, Avg.LenOfSnake: 11.70, Max.LenOfSnake:  21.00 Time: 11:41:56 \n",
      "Ep.:  15190, Loss: 9.354, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  25.00 Time: 11:42:25 \n",
      "Ep.:  15200, Loss: 8.930, Avg.Score: 147.00, Avg.LenOfSnake: 10.90, Max.LenOfSnake:  21.00 Time: 11:42:50 \n",
      "Ep.:  15210, Loss: 8.781, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  22.00 Time: 11:43:13 \n",
      "Ep.:  15220, Loss: 8.630, Avg.Score: 148.00, Avg.LenOfSnake: 10.93, Max.LenOfSnake:  32.00 Time: 11:43:42 \n",
      "Ep.:  15230, Loss: 10.303, Avg.Score: 182.00, Avg.LenOfSnake: 12.07, Max.LenOfSnake:  33.00 Time: 11:44:10 \n",
      "Ep.:  15240, Loss: 9.243, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  26.00 Time: 11:44:39 \n",
      "Ep.:  15250, Loss: 9.662, Avg.Score: 186.00, Avg.LenOfSnake: 12.20, Max.LenOfSnake:  21.00 Time: 11:45:05 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  15260, Loss: 8.916, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  25.00 Time: 11:45:33 \n",
      "Ep.:  15270, Loss: 9.546, Avg.Score: 149.00, Avg.LenOfSnake: 10.97, Max.LenOfSnake:  20.00 Time: 11:46:01 \n",
      "Ep.:  15280, Loss: 9.109, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  25.00 Time: 11:46:30 \n",
      "Ep.:  15290, Loss: 10.001, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  19.00 Time: 11:46:59 \n",
      "Ep.:  15300, Loss: 9.269, Avg.Score: 157.00, Avg.LenOfSnake: 11.23, Max.LenOfSnake:  26.00 Time: 11:47:25 \n",
      "Ep.:  15310, Loss: 9.949, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  24.00 Time: 11:47:53 \n",
      "Ep.:  15320, Loss: 8.954, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  26.00 Time: 11:48:19 \n",
      "Ep.:  15330, Loss: 9.283, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  29.00 Time: 11:48:47 \n",
      "Ep.:  15340, Loss: 8.917, Avg.Score: 175.00, Avg.LenOfSnake: 11.83, Max.LenOfSnake:  23.00 Time: 11:49:15 \n",
      "Ep.:  15350, Loss: 8.571, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  26.00 Time: 11:49:44 \n",
      "Ep.:  15360, Loss: 9.615, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  23.00 Time: 11:50:11 \n",
      "Ep.:  15370, Loss: 8.896, Avg.Score: 136.00, Avg.LenOfSnake: 10.53, Max.LenOfSnake:  25.00 Time: 11:50:40 \n",
      "Ep.:  15380, Loss: 10.540, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  25.00 Time: 11:51:08 \n",
      "Ep.:  15390, Loss: 9.100, Avg.Score: 161.00, Avg.LenOfSnake: 11.37, Max.LenOfSnake:  22.00 Time: 11:51:36 \n",
      "Ep.:  15400, Loss: 9.028, Avg.Score: 109.00, Avg.LenOfSnake: 9.63, Max.LenOfSnake:  18.00 Time: 11:52:01 \n",
      "Ep.:  15410, Loss: 11.069, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  32.00 Time: 11:52:27 \n",
      "Ep.:  15420, Loss: 7.776, Avg.Score: 150.00, Avg.LenOfSnake: 11.00, Max.LenOfSnake:  23.00 Time: 11:52:54 \n",
      "Ep.:  15430, Loss: 9.892, Avg.Score: 132.00, Avg.LenOfSnake: 10.40, Max.LenOfSnake:  22.00 Time: 11:53:18 \n",
      "Ep.:  15440, Loss: 7.937, Avg.Score: 171.00, Avg.LenOfSnake: 11.70, Max.LenOfSnake:  27.00 Time: 11:53:43 \n",
      "Ep.:  15450, Loss: 9.398, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  34.00 Time: 11:54:09 \n",
      "Ep.:  15460, Loss: 8.990, Avg.Score: 144.00, Avg.LenOfSnake: 10.80, Max.LenOfSnake:  24.00 Time: 11:54:37 \n",
      "Ep.:  15470, Loss: 9.300, Avg.Score: 136.00, Avg.LenOfSnake: 10.53, Max.LenOfSnake:  19.00 Time: 11:55:03 \n",
      "Ep.:  15480, Loss: 9.478, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  28.00 Time: 11:55:27 \n",
      "Ep.:  15490, Loss: 8.000, Avg.Score: 161.00, Avg.LenOfSnake: 11.37, Max.LenOfSnake:  26.00 Time: 11:55:54 \n",
      "Ep.:  15500, Loss: 9.358, Avg.Score: 300.00, Avg.LenOfSnake: 16.00, Max.LenOfSnake:  25.00 Time: 11:56:27 \n",
      "Ep.:  15510, Loss: 9.307, Avg.Score: 171.00, Avg.LenOfSnake: 11.70, Max.LenOfSnake:  21.00 Time: 11:56:54 \n",
      "Ep.:  15520, Loss: 9.920, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  33.00 Time: 11:57:27 \n",
      "Ep.:  15530, Loss: 9.839, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  28.00 Time: 11:57:56 \n",
      "Ep.:  15540, Loss: 8.785, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  24.00 Time: 11:58:28 \n",
      "Ep.:  15550, Loss: 9.579, Avg.Score: 139.00, Avg.LenOfSnake: 10.63, Max.LenOfSnake:  20.00 Time: 11:58:57 \n",
      "Ep.:  15560, Loss: 8.925, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  31.00 Time: 11:59:29 \n",
      "Ep.:  15570, Loss: 9.757, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  23.00 Time: 12:00:04 \n",
      "Ep.:  15580, Loss: 9.638, Avg.Score: 172.00, Avg.LenOfSnake: 11.73, Max.LenOfSnake:  20.00 Time: 12:00:36 \n",
      "Ep.:  15590, Loss: 9.408, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  25.00 Time: 12:01:03 \n",
      "Ep.:  15600, Loss: 9.132, Avg.Score: 157.00, Avg.LenOfSnake: 11.23, Max.LenOfSnake:  23.00 Time: 12:01:30 \n",
      "Ep.:  15610, Loss: 9.845, Avg.Score: 182.00, Avg.LenOfSnake: 12.07, Max.LenOfSnake:  23.00 Time: 12:02:00 \n",
      "Ep.:  15620, Loss: 8.681, Avg.Score: 165.00, Avg.LenOfSnake: 11.50, Max.LenOfSnake:  26.00 Time: 12:02:29 \n",
      "Ep.:  15630, Loss: 9.166, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  23.00 Time: 12:02:59 \n",
      "Ep.:  15640, Loss: 8.650, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  25.00 Time: 12:03:27 \n",
      "Ep.:  15650, Loss: 10.279, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  24.00 Time: 12:03:53 \n",
      "Ep.:  15660, Loss: 9.023, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  23.00 Time: 12:04:22 \n",
      "Ep.:  15670, Loss: 9.926, Avg.Score: 167.00, Avg.LenOfSnake: 11.57, Max.LenOfSnake:  23.00 Time: 12:04:52 \n",
      "Ep.:  15680, Loss: 8.850, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  28.00 Time: 12:05:23 \n",
      "Ep.:  15690, Loss: 8.721, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  26.00 Time: 12:05:51 \n",
      "Ep.:  15700, Loss: 9.187, Avg.Score: 165.00, Avg.LenOfSnake: 11.50, Max.LenOfSnake:  26.00 Time: 12:06:21 \n",
      "Ep.:  15710, Loss: 9.249, Avg.Score: 190.00, Avg.LenOfSnake: 12.33, Max.LenOfSnake:  24.00 Time: 12:06:49 \n",
      "Ep.:  15720, Loss: 8.206, Avg.Score: 142.00, Avg.LenOfSnake: 10.73, Max.LenOfSnake:  22.00 Time: 12:07:17 \n",
      "Ep.:  15730, Loss: 10.948, Avg.Score: 139.00, Avg.LenOfSnake: 10.63, Max.LenOfSnake:  25.00 Time: 12:07:46 \n",
      "Ep.:  15740, Loss: 9.530, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  24.00 Time: 12:08:12 \n",
      "Ep.:  15750, Loss: 8.712, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  26.00 Time: 12:08:41 \n",
      "Ep.:  15760, Loss: 9.973, Avg.Score: 163.00, Avg.LenOfSnake: 11.43, Max.LenOfSnake:  22.00 Time: 12:09:10 \n",
      "Ep.:  15770, Loss: 9.004, Avg.Score: 168.00, Avg.LenOfSnake: 11.60, Max.LenOfSnake:  21.00 Time: 12:09:38 \n",
      "Ep.:  15780, Loss: 9.377, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  26.00 Time: 12:10:07 \n",
      "Ep.:  15790, Loss: 10.072, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  25.00 Time: 12:10:32 \n",
      "Ep.:  15800, Loss: 8.943, Avg.Score: 173.00, Avg.LenOfSnake: 11.77, Max.LenOfSnake:  22.00 Time: 12:10:59 \n",
      "Ep.:  15810, Loss: 10.138, Avg.Score: 160.00, Avg.LenOfSnake: 11.33, Max.LenOfSnake:  22.00 Time: 12:11:29 \n",
      "Ep.:  15820, Loss: 8.808, Avg.Score: 173.00, Avg.LenOfSnake: 11.77, Max.LenOfSnake:  20.00 Time: 12:11:57 \n",
      "Ep.:  15830, Loss: 9.714, Avg.Score: 114.00, Avg.LenOfSnake: 9.80, Max.LenOfSnake:  18.00 Time: 12:12:22 \n",
      "Ep.:  15840, Loss: 9.034, Avg.Score: 146.00, Avg.LenOfSnake: 10.87, Max.LenOfSnake:  20.00 Time: 12:12:47 \n",
      "Ep.:  15850, Loss: 8.878, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  26.00 Time: 12:13:15 \n",
      "Ep.:  15860, Loss: 9.330, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  22.00 Time: 12:13:44 \n",
      "Ep.:  15870, Loss: 9.310, Avg.Score: 152.00, Avg.LenOfSnake: 11.07, Max.LenOfSnake:  22.00 Time: 12:14:11 \n",
      "Ep.:  15880, Loss: 9.425, Avg.Score: 178.00, Avg.LenOfSnake: 11.93, Max.LenOfSnake:  25.00 Time: 12:14:41 \n",
      "Ep.:  15890, Loss: 10.368, Avg.Score: 150.00, Avg.LenOfSnake: 11.00, Max.LenOfSnake:  23.00 Time: 12:15:09 \n",
      "Ep.:  15900, Loss: 9.469, Avg.Score: 143.00, Avg.LenOfSnake: 10.77, Max.LenOfSnake:  21.00 Time: 12:15:36 \n",
      "Ep.:  15910, Loss: 8.680, Avg.Score: 146.00, Avg.LenOfSnake: 10.87, Max.LenOfSnake:  20.00 Time: 12:16:06 \n",
      "Ep.:  15920, Loss: 10.285, Avg.Score: 155.00, Avg.LenOfSnake: 11.17, Max.LenOfSnake:  21.00 Time: 12:16:33 \n",
      "Ep.:  15930, Loss: 10.000, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  29.00 Time: 12:17:02 \n",
      "Ep.:  15940, Loss: 8.995, Avg.Score: 181.00, Avg.LenOfSnake: 12.03, Max.LenOfSnake:  30.00 Time: 12:17:31 \n",
      "Ep.:  15950, Loss: 9.309, Avg.Score: 158.00, Avg.LenOfSnake: 11.27, Max.LenOfSnake:  24.00 Time: 12:18:01 \n",
      "Ep.:  15960, Loss: 8.780, Avg.Score: 170.00, Avg.LenOfSnake: 11.67, Max.LenOfSnake:  22.00 Time: 12:18:31 \n",
      "Ep.:  15970, Loss: 8.475, Avg.Score: 181.00, Avg.LenOfSnake: 12.03, Max.LenOfSnake:  21.00 Time: 12:19:00 \n",
      "Ep.:  15980, Loss: 8.185, Avg.Score: 136.00, Avg.LenOfSnake: 10.53, Max.LenOfSnake:  19.00 Time: 12:19:28 \n",
      "Ep.:  15990, Loss: 9.880, Avg.Score: 176.00, Avg.LenOfSnake: 11.87, Max.LenOfSnake:  25.00 Time: 12:19:57 \n",
      "Ep.:  16000, Loss: 7.631, Avg.Score: 146.00, Avg.LenOfSnake: 10.87, Max.LenOfSnake:  23.00 Time: 12:20:21 \n",
      "Ep.:  16010, Loss: 8.896, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  27.00 Time: 12:20:48 \n",
      "Ep.:  16020, Loss: 8.475, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  25.00 Time: 12:21:15 \n",
      "Ep.:  16030, Loss: 9.116, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  27.00 Time: 12:21:45 \n",
      "Ep.:  16040, Loss: 10.009, Avg.Score: 166.00, Avg.LenOfSnake: 11.53, Max.LenOfSnake:  20.00 Time: 12:22:13 \n",
      "Ep.:  16050, Loss: 9.260, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  28.00 Time: 12:22:44 \n",
      "Ep.:  16060, Loss: 9.080, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  29.00 Time: 12:23:14 \n",
      "Ep.:  16070, Loss: 10.514, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  25.00 Time: 12:23:41 \n",
      "Ep.:  16080, Loss: 9.670, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  27.00 Time: 12:24:06 \n",
      "Ep.:  16090, Loss: 9.023, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  24.00 Time: 12:24:33 \n",
      "Ep.:  16100, Loss: 9.283, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  23.00 Time: 12:25:04 \n",
      "Ep.:  16110, Loss: 9.659, Avg.Score: 173.00, Avg.LenOfSnake: 11.77, Max.LenOfSnake:  20.00 Time: 12:25:33 \n",
      "Ep.:  16120, Loss: 9.190, Avg.Score: 177.00, Avg.LenOfSnake: 11.90, Max.LenOfSnake:  24.00 Time: 12:26:01 \n",
      "Ep.:  16130, Loss: 8.380, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  22.00 Time: 12:26:31 \n",
      "Ep.:  16140, Loss: 9.074, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  29.00 Time: 12:27:01 \n",
      "Ep.:  16150, Loss: 10.176, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  30.00 Time: 12:27:31 \n",
      "Ep.:  16160, Loss: 10.039, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  25.00 Time: 12:28:01 \n",
      "Ep.:  16170, Loss: 8.395, Avg.Score: 173.00, Avg.LenOfSnake: 11.77, Max.LenOfSnake:  20.00 Time: 12:28:33 \n",
      "Ep.:  16180, Loss: 9.347, Avg.Score: 146.00, Avg.LenOfSnake: 10.87, Max.LenOfSnake:  25.00 Time: 12:29:01 \n",
      "Ep.:  16190, Loss: 9.939, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  25.00 Time: 12:29:29 \n",
      "Ep.:  16200, Loss: 9.063, Avg.Score: 127.00, Avg.LenOfSnake: 10.23, Max.LenOfSnake:  23.00 Time: 12:30:00 \n",
      "Ep.:  16210, Loss: 10.287, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  25.00 Time: 12:30:38 \n",
      "Ep.:  16220, Loss: 8.582, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  26.00 Time: 12:31:35 \n",
      "Ep.:  16230, Loss: 9.357, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  24.00 Time: 12:32:29 \n",
      "Ep.:  16240, Loss: 10.555, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  28.00 Time: 12:32:59 \n",
      "Ep.:  16250, Loss: 8.320, Avg.Score: 177.00, Avg.LenOfSnake: 11.90, Max.LenOfSnake:  28.00 Time: 12:33:28 \n",
      "Ep.:  16260, Loss: 9.602, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  26.00 Time: 12:33:54 \n",
      "Ep.:  16270, Loss: 8.837, Avg.Score: 110.00, Avg.LenOfSnake: 9.67, Max.LenOfSnake:  22.00 Time: 12:34:21 \n",
      "Ep.:  16280, Loss: 9.828, Avg.Score: 152.00, Avg.LenOfSnake: 11.07, Max.LenOfSnake:  21.00 Time: 12:34:51 \n",
      "Ep.:  16290, Loss: 9.853, Avg.Score: 166.00, Avg.LenOfSnake: 11.53, Max.LenOfSnake:  23.00 Time: 12:35:19 \n",
      "Ep.:  16300, Loss: 7.330, Avg.Score: 167.00, Avg.LenOfSnake: 11.57, Max.LenOfSnake:  19.00 Time: 12:35:50 \n",
      "Ep.:  16310, Loss: 9.617, Avg.Score: 186.00, Avg.LenOfSnake: 12.20, Max.LenOfSnake:  22.00 Time: 12:36:21 \n",
      "Ep.:  16320, Loss: 9.037, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  26.00 Time: 12:36:50 \n",
      "Ep.:  16330, Loss: 8.756, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  26.00 Time: 12:37:23 \n",
      "Ep.:  16340, Loss: 9.968, Avg.Score: 167.00, Avg.LenOfSnake: 11.57, Max.LenOfSnake:  22.00 Time: 12:37:55 \n",
      "Ep.:  16350, Loss: 8.880, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  26.00 Time: 12:38:29 \n",
      "Ep.:  16360, Loss: 8.561, Avg.Score: 165.00, Avg.LenOfSnake: 11.50, Max.LenOfSnake:  26.00 Time: 12:39:04 \n",
      "Ep.:  16370, Loss: 9.961, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  25.00 Time: 12:39:37 \n",
      "Ep.:  16380, Loss: 8.580, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  23.00 Time: 12:40:13 \n",
      "Ep.:  16390, Loss: 8.879, Avg.Score: 190.00, Avg.LenOfSnake: 12.33, Max.LenOfSnake:  26.00 Time: 12:40:46 \n",
      "Ep.:  16400, Loss: 8.927, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  27.00 Time: 12:41:21 \n",
      "Ep.:  16410, Loss: 9.244, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  25.00 Time: 12:41:57 \n",
      "Ep.:  16420, Loss: 10.095, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  31.00 Time: 12:42:24 \n",
      "Ep.:  16430, Loss: 8.495, Avg.Score: 110.00, Avg.LenOfSnake: 9.67, Max.LenOfSnake:  28.00 Time: 12:42:55 \n",
      "Ep.:  16440, Loss: 9.479, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  23.00 Time: 12:43:26 \n",
      "Ep.:  16450, Loss: 9.638, Avg.Score: 156.00, Avg.LenOfSnake: 11.20, Max.LenOfSnake:  17.00 Time: 12:43:53 \n",
      "Ep.:  16460, Loss: 9.177, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  29.00 Time: 12:44:21 \n",
      "Ep.:  16470, Loss: 8.760, Avg.Score: 172.00, Avg.LenOfSnake: 11.73, Max.LenOfSnake:  27.00 Time: 12:44:50 \n",
      "Ep.:  16480, Loss: 8.626, Avg.Score: 169.00, Avg.LenOfSnake: 11.63, Max.LenOfSnake:  29.00 Time: 12:45:18 \n",
      "Ep.:  16490, Loss: 8.972, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  24.00 Time: 12:45:47 \n",
      "Ep.:  16500, Loss: 9.102, Avg.Score: 173.00, Avg.LenOfSnake: 11.77, Max.LenOfSnake:  22.00 Time: 12:46:17 \n",
      "Ep.:  16510, Loss: 9.548, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  23.00 Time: 12:46:47 \n",
      "Ep.:  16520, Loss: 9.265, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  27.00 Time: 12:47:18 \n",
      "Ep.:  16530, Loss: 8.434, Avg.Score: 157.00, Avg.LenOfSnake: 11.23, Max.LenOfSnake:  19.00 Time: 12:47:49 \n",
      "Ep.:  16540, Loss: 10.279, Avg.Score: 154.00, Avg.LenOfSnake: 11.13, Max.LenOfSnake:  29.00 Time: 12:48:18 \n",
      "Ep.:  16550, Loss: 9.781, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  28.00 Time: 12:48:47 \n",
      "Ep.:  16560, Loss: 9.570, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  26.00 Time: 12:49:17 \n",
      "Ep.:  16570, Loss: 9.812, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  22.00 Time: 12:49:46 \n",
      "Ep.:  16580, Loss: 9.354, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  25.00 Time: 12:50:18 \n",
      "Ep.:  16590, Loss: 9.612, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  26.00 Time: 12:50:46 \n",
      "Ep.:  16600, Loss: 10.067, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  22.00 Time: 12:51:17 \n",
      "Ep.:  16610, Loss: 8.954, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  27.00 Time: 12:51:47 \n",
      "Ep.:  16620, Loss: 8.627, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  25.00 Time: 12:52:16 \n",
      "Ep.:  16630, Loss: 9.612, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  25.00 Time: 12:52:45 \n",
      "Ep.:  16640, Loss: 9.398, Avg.Score: 162.00, Avg.LenOfSnake: 11.40, Max.LenOfSnake:  21.00 Time: 12:53:14 \n",
      "Ep.:  16650, Loss: 11.038, Avg.Score: 169.00, Avg.LenOfSnake: 11.63, Max.LenOfSnake:  23.00 Time: 12:53:42 \n",
      "Ep.:  16660, Loss: 9.874, Avg.Score: 162.00, Avg.LenOfSnake: 11.40, Max.LenOfSnake:  19.00 Time: 12:54:10 \n",
      "Ep.:  16670, Loss: 9.259, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  28.00 Time: 12:54:39 \n",
      "Ep.:  16680, Loss: 8.646, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  27.00 Time: 12:55:07 \n",
      "Ep.:  16690, Loss: 10.502, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  22.00 Time: 12:55:35 \n",
      "Ep.:  16700, Loss: 9.334, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  23.00 Time: 12:56:03 \n",
      "Ep.:  16710, Loss: 9.368, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  31.00 Time: 12:56:34 \n",
      "Ep.:  16720, Loss: 9.010, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  33.00 Time: 12:57:04 \n",
      "Ep.:  16730, Loss: 10.192, Avg.Score: 178.00, Avg.LenOfSnake: 11.93, Max.LenOfSnake:  27.00 Time: 12:57:34 \n",
      "Ep.:  16740, Loss: 9.899, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  28.00 Time: 12:58:01 \n",
      "Ep.:  16750, Loss: 7.851, Avg.Score: 135.00, Avg.LenOfSnake: 10.50, Max.LenOfSnake:  24.00 Time: 12:58:32 \n",
      "Ep.:  16760, Loss: 9.234, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  27.00 Time: 12:59:04 \n",
      "Ep.:  16770, Loss: 8.322, Avg.Score: 152.00, Avg.LenOfSnake: 11.07, Max.LenOfSnake:  25.00 Time: 12:59:33 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  16780, Loss: 9.697, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  27.00 Time: 13:00:04 \n",
      "Ep.:  16790, Loss: 8.833, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  26.00 Time: 13:00:32 \n",
      "Ep.:  16800, Loss: 8.859, Avg.Score: 175.00, Avg.LenOfSnake: 11.83, Max.LenOfSnake:  30.00 Time: 13:00:57 \n",
      "Ep.:  16810, Loss: 8.243, Avg.Score: 157.00, Avg.LenOfSnake: 11.23, Max.LenOfSnake:  22.00 Time: 13:01:26 \n",
      "Ep.:  16820, Loss: 10.733, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  26.00 Time: 13:01:55 \n",
      "Ep.:  16830, Loss: 9.247, Avg.Score: 186.00, Avg.LenOfSnake: 12.20, Max.LenOfSnake:  26.00 Time: 13:02:26 \n",
      "Ep.:  16840, Loss: 10.074, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  20.00 Time: 13:02:56 \n",
      "Ep.:  16850, Loss: 7.880, Avg.Score: 156.00, Avg.LenOfSnake: 11.20, Max.LenOfSnake:  19.00 Time: 13:03:24 \n",
      "Ep.:  16860, Loss: 10.045, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  30.00 Time: 13:03:53 \n",
      "Ep.:  16870, Loss: 9.885, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  22.00 Time: 13:04:23 \n",
      "Ep.:  16880, Loss: 8.145, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  22.00 Time: 13:04:54 \n",
      "Ep.:  16890, Loss: 8.081, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  29.00 Time: 13:05:25 \n",
      "Ep.:  16900, Loss: 9.143, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  27.00 Time: 13:05:56 \n",
      "Ep.:  16910, Loss: 8.255, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  24.00 Time: 13:06:30 \n",
      "Ep.:  16920, Loss: 9.684, Avg.Score: 299.00, Avg.LenOfSnake: 15.97, Max.LenOfSnake:  31.00 Time: 13:07:00 \n",
      "Ep.:  16930, Loss: 8.570, Avg.Score: 143.00, Avg.LenOfSnake: 10.77, Max.LenOfSnake:  23.00 Time: 13:07:29 \n",
      "Ep.:  16940, Loss: 9.968, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  23.00 Time: 13:07:59 \n",
      "Ep.:  16950, Loss: 8.441, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  21.00 Time: 13:08:29 \n",
      "Ep.:  16960, Loss: 9.601, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  25.00 Time: 13:08:59 \n",
      "Ep.:  16970, Loss: 9.300, Avg.Score: 189.00, Avg.LenOfSnake: 12.30, Max.LenOfSnake:  25.00 Time: 13:09:28 \n",
      "Ep.:  16980, Loss: 9.450, Avg.Score: 152.00, Avg.LenOfSnake: 11.07, Max.LenOfSnake:  33.00 Time: 13:09:57 \n",
      "Ep.:  16990, Loss: 8.756, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  29.00 Time: 13:10:24 \n",
      "Ep.:  17000, Loss: 9.404, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  32.00 Time: 13:10:56 \n",
      "Ep.:  17010, Loss: 10.110, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  27.00 Time: 13:11:25 \n",
      "Ep.:  17020, Loss: 10.309, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  25.00 Time: 13:11:56 \n",
      "Ep.:  17030, Loss: 9.429, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  27.00 Time: 13:12:25 \n",
      "Ep.:  17040, Loss: 9.689, Avg.Score: 190.00, Avg.LenOfSnake: 12.33, Max.LenOfSnake:  26.00 Time: 13:12:56 \n",
      "Ep.:  17050, Loss: 10.111, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  26.00 Time: 13:13:23 \n",
      "Ep.:  17060, Loss: 9.773, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  26.00 Time: 13:13:53 \n",
      "Ep.:  17070, Loss: 8.425, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  24.00 Time: 13:14:22 \n",
      "Ep.:  17080, Loss: 7.619, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  22.00 Time: 13:14:51 \n",
      "Ep.:  17090, Loss: 8.829, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  23.00 Time: 13:15:20 \n",
      "Ep.:  17100, Loss: 10.317, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  27.00 Time: 13:15:52 \n",
      "Ep.:  17110, Loss: 9.608, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  36.00 Time: 13:16:23 \n",
      "Ep.:  17120, Loss: 10.401, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  22.00 Time: 13:16:56 \n",
      "Ep.:  17130, Loss: 8.664, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  27.00 Time: 13:17:29 \n",
      "Ep.:  17140, Loss: 10.177, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  36.00 Time: 13:18:01 \n",
      "Ep.:  17150, Loss: 9.016, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  27.00 Time: 13:18:34 \n",
      "Ep.:  17160, Loss: 9.350, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  29.00 Time: 13:19:07 \n",
      "Ep.:  17170, Loss: 8.386, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  27.00 Time: 13:19:40 \n",
      "Ep.:  17180, Loss: 9.586, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  23.00 Time: 13:20:14 \n",
      "Ep.:  17190, Loss: 9.380, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  27.00 Time: 13:20:48 \n",
      "Ep.:  17200, Loss: 8.900, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  27.00 Time: 13:21:20 \n",
      "Ep.:  17210, Loss: 9.147, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  27.00 Time: 13:21:50 \n",
      "Ep.:  17220, Loss: 8.615, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  24.00 Time: 13:22:24 \n",
      "Ep.:  17230, Loss: 9.566, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  33.00 Time: 13:22:55 \n",
      "Ep.:  17240, Loss: 9.482, Avg.Score: 144.00, Avg.LenOfSnake: 10.80, Max.LenOfSnake:  20.00 Time: 13:23:24 \n",
      "Ep.:  17250, Loss: 9.677, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  28.00 Time: 13:23:54 \n",
      "Ep.:  17260, Loss: 8.774, Avg.Score: 178.00, Avg.LenOfSnake: 11.93, Max.LenOfSnake:  26.00 Time: 13:24:24 \n",
      "Ep.:  17270, Loss: 9.484, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  28.00 Time: 13:24:54 \n",
      "Ep.:  17280, Loss: 8.254, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  25.00 Time: 13:25:26 \n",
      "Ep.:  17290, Loss: 9.357, Avg.Score: 174.00, Avg.LenOfSnake: 11.80, Max.LenOfSnake:  35.00 Time: 13:25:56 \n",
      "Ep.:  17300, Loss: 9.662, Avg.Score: 329.00, Avg.LenOfSnake: 16.97, Max.LenOfSnake:  28.00 Time: 13:26:29 \n",
      "Ep.:  17310, Loss: 9.716, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  28.00 Time: 13:27:01 \n",
      "Ep.:  17320, Loss: 8.895, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  27.00 Time: 13:27:31 \n",
      "Ep.:  17330, Loss: 9.637, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  24.00 Time: 13:28:03 \n",
      "Ep.:  17340, Loss: 10.380, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  28.00 Time: 13:28:59 \n",
      "Ep.:  17350, Loss: 9.296, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  32.00 Time: 13:29:59 \n",
      "Ep.:  17360, Loss: 8.910, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  30.00 Time: 13:30:33 \n",
      "Ep.:  17370, Loss: 9.953, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  30.00 Time: 13:31:02 \n",
      "Ep.:  17380, Loss: 8.412, Avg.Score: 144.00, Avg.LenOfSnake: 10.80, Max.LenOfSnake:  24.00 Time: 13:31:30 \n",
      "Ep.:  17390, Loss: 8.837, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  24.00 Time: 13:32:00 \n",
      "Ep.:  17400, Loss: 8.609, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  23.00 Time: 13:32:32 \n",
      "Ep.:  17410, Loss: 9.024, Avg.Score: 182.00, Avg.LenOfSnake: 12.07, Max.LenOfSnake:  23.00 Time: 13:33:01 \n",
      "Ep.:  17420, Loss: 8.818, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  31.00 Time: 13:33:31 \n",
      "Ep.:  17430, Loss: 9.508, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  29.00 Time: 13:34:02 \n",
      "Ep.:  17440, Loss: 9.464, Avg.Score: 171.00, Avg.LenOfSnake: 11.70, Max.LenOfSnake:  25.00 Time: 13:34:32 \n",
      "Ep.:  17450, Loss: 8.233, Avg.Score: 160.00, Avg.LenOfSnake: 11.33, Max.LenOfSnake:  27.00 Time: 13:35:02 \n",
      "Ep.:  17460, Loss: 7.913, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  22.00 Time: 13:35:30 \n",
      "Ep.:  17470, Loss: 9.039, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  29.00 Time: 13:35:59 \n",
      "Ep.:  17480, Loss: 9.634, Avg.Score: 170.00, Avg.LenOfSnake: 11.67, Max.LenOfSnake:  28.00 Time: 13:36:30 \n",
      "Ep.:  17490, Loss: 9.480, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  25.00 Time: 13:37:01 \n",
      "Ep.:  17500, Loss: 8.830, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  33.00 Time: 13:37:33 \n",
      "Ep.:  17510, Loss: 10.056, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  25.00 Time: 13:38:02 \n",
      "Ep.:  17520, Loss: 8.821, Avg.Score: 143.00, Avg.LenOfSnake: 10.77, Max.LenOfSnake:  23.00 Time: 13:38:28 \n",
      "Ep.:  17530, Loss: 8.254, Avg.Score: 172.00, Avg.LenOfSnake: 11.73, Max.LenOfSnake:  23.00 Time: 13:38:57 \n",
      "Ep.:  17540, Loss: 9.673, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  28.00 Time: 13:39:27 \n",
      "Ep.:  17550, Loss: 9.384, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  22.00 Time: 13:39:57 \n",
      "Ep.:  17560, Loss: 8.790, Avg.Score: 148.00, Avg.LenOfSnake: 10.93, Max.LenOfSnake:  24.00 Time: 13:40:27 \n",
      "Ep.:  17570, Loss: 8.928, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  23.00 Time: 13:40:57 \n",
      "Ep.:  17580, Loss: 10.515, Avg.Score: 186.00, Avg.LenOfSnake: 12.20, Max.LenOfSnake:  26.00 Time: 13:41:26 \n",
      "Ep.:  17590, Loss: 9.528, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  23.00 Time: 13:41:54 \n",
      "Ep.:  17600, Loss: 9.535, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  26.00 Time: 13:42:23 \n",
      "Ep.:  17610, Loss: 9.522, Avg.Score: 120.00, Avg.LenOfSnake: 10.00, Max.LenOfSnake:  28.00 Time: 13:42:53 \n",
      "Ep.:  17620, Loss: 8.168, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  22.00 Time: 13:43:23 \n",
      "Ep.:  17630, Loss: 8.911, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  32.00 Time: 13:43:52 \n",
      "Ep.:  17640, Loss: 9.423, Avg.Score: 295.00, Avg.LenOfSnake: 15.83, Max.LenOfSnake:  32.00 Time: 13:44:23 \n",
      "Ep.:  17650, Loss: 9.109, Avg.Score: 95.00, Avg.LenOfSnake: 9.17, Max.LenOfSnake:  15.00 Time: 13:44:52 \n",
      "Ep.:  17660, Loss: 8.933, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  29.00 Time: 13:45:22 \n",
      "Ep.:  17670, Loss: 9.210, Avg.Score: 163.00, Avg.LenOfSnake: 11.43, Max.LenOfSnake:  21.00 Time: 13:45:49 \n",
      "Ep.:  17680, Loss: 8.796, Avg.Score: 129.00, Avg.LenOfSnake: 10.30, Max.LenOfSnake:  19.00 Time: 13:46:18 \n",
      "Ep.:  17690, Loss: 10.076, Avg.Score: 177.00, Avg.LenOfSnake: 11.90, Max.LenOfSnake:  23.00 Time: 13:46:46 \n",
      "Ep.:  17700, Loss: 7.931, Avg.Score: 89.00, Avg.LenOfSnake: 8.97, Max.LenOfSnake:  18.00 Time: 13:47:14 \n",
      "Ep.:  17710, Loss: 9.716, Avg.Score: 165.00, Avg.LenOfSnake: 11.50, Max.LenOfSnake:  22.00 Time: 13:47:39 \n",
      "Ep.:  17720, Loss: 9.424, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  26.00 Time: 13:48:05 \n",
      "Ep.:  17730, Loss: 9.030, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  25.00 Time: 13:48:33 \n",
      "Ep.:  17740, Loss: 9.077, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  20.00 Time: 13:49:01 \n",
      "Ep.:  17750, Loss: 10.166, Avg.Score: 155.00, Avg.LenOfSnake: 11.17, Max.LenOfSnake:  19.00 Time: 13:49:28 \n",
      "Ep.:  17760, Loss: 9.217, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  24.00 Time: 13:49:57 \n",
      "Ep.:  17770, Loss: 10.109, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  24.00 Time: 13:50:28 \n",
      "Ep.:  17780, Loss: 9.272, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  20.00 Time: 13:50:59 \n",
      "Ep.:  17790, Loss: 9.844, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  22.00 Time: 13:51:29 \n",
      "Ep.:  17800, Loss: 8.816, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  28.00 Time: 13:51:58 \n",
      "Ep.:  17810, Loss: 9.409, Avg.Score: 160.00, Avg.LenOfSnake: 11.33, Max.LenOfSnake:  28.00 Time: 13:52:25 \n",
      "Ep.:  17820, Loss: 10.741, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  27.00 Time: 13:52:52 \n",
      "Ep.:  17830, Loss: 8.010, Avg.Score: 164.00, Avg.LenOfSnake: 11.47, Max.LenOfSnake:  21.00 Time: 13:53:24 \n",
      "Ep.:  17840, Loss: 9.179, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  30.00 Time: 13:53:54 \n",
      "Ep.:  17850, Loss: 9.592, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  29.00 Time: 13:54:24 \n",
      "Ep.:  17860, Loss: 9.470, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  31.00 Time: 13:54:54 \n",
      "Ep.:  17870, Loss: 9.471, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  24.00 Time: 13:55:25 \n",
      "Ep.:  17880, Loss: 9.330, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  30.00 Time: 13:55:58 \n",
      "Ep.:  17890, Loss: 9.769, Avg.Score: 149.00, Avg.LenOfSnake: 10.97, Max.LenOfSnake:  22.00 Time: 13:56:29 \n",
      "Ep.:  17900, Loss: 8.828, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  25.00 Time: 13:57:01 \n",
      "Ep.:  17910, Loss: 8.686, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  24.00 Time: 13:57:32 \n",
      "Ep.:  17920, Loss: 9.648, Avg.Score: 172.00, Avg.LenOfSnake: 11.73, Max.LenOfSnake:  26.00 Time: 13:58:01 \n",
      "Ep.:  17930, Loss: 10.215, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  28.00 Time: 13:58:31 \n",
      "Ep.:  17940, Loss: 10.832, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  20.00 Time: 13:59:01 \n",
      "Ep.:  17950, Loss: 8.524, Avg.Score: 150.00, Avg.LenOfSnake: 11.00, Max.LenOfSnake:  30.00 Time: 13:59:30 \n",
      "Ep.:  17960, Loss: 9.123, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  23.00 Time: 13:59:59 \n",
      "Ep.:  17970, Loss: 8.063, Avg.Score: 159.00, Avg.LenOfSnake: 11.30, Max.LenOfSnake:  26.00 Time: 14:00:28 \n",
      "Ep.:  17980, Loss: 9.641, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  24.00 Time: 14:00:57 \n",
      "Ep.:  17990, Loss: 8.599, Avg.Score: 176.00, Avg.LenOfSnake: 11.87, Max.LenOfSnake:  25.00 Time: 14:01:26 \n",
      "Ep.:  18000, Loss: 9.042, Avg.Score: 182.00, Avg.LenOfSnake: 12.07, Max.LenOfSnake:  22.00 Time: 14:01:54 \n",
      "Ep.:  18010, Loss: 9.686, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  26.00 Time: 14:02:24 \n",
      "Ep.:  18020, Loss: 9.844, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  29.00 Time: 14:02:53 \n",
      "Ep.:  18030, Loss: 9.329, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  24.00 Time: 14:03:22 \n",
      "Ep.:  18040, Loss: 8.995, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  26.00 Time: 14:03:53 \n",
      "Ep.:  18050, Loss: 9.056, Avg.Score: 177.00, Avg.LenOfSnake: 11.90, Max.LenOfSnake:  21.00 Time: 14:04:22 \n",
      "Ep.:  18060, Loss: 8.801, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  26.00 Time: 14:04:54 \n",
      "Ep.:  18070, Loss: 9.493, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  25.00 Time: 14:05:22 \n",
      "Ep.:  18080, Loss: 10.048, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  25.00 Time: 14:05:52 \n",
      "Ep.:  18090, Loss: 8.464, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  29.00 Time: 14:06:22 \n",
      "Ep.:  18100, Loss: 9.307, Avg.Score: 162.00, Avg.LenOfSnake: 11.40, Max.LenOfSnake:  25.00 Time: 14:06:53 \n",
      "Ep.:  18110, Loss: 9.536, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  24.00 Time: 14:07:21 \n",
      "Ep.:  18120, Loss: 9.121, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  25.00 Time: 14:07:54 \n",
      "Ep.:  18130, Loss: 8.675, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  26.00 Time: 14:08:25 \n",
      "Ep.:  18140, Loss: 9.383, Avg.Score: 145.00, Avg.LenOfSnake: 10.83, Max.LenOfSnake:  23.00 Time: 14:08:55 \n",
      "Ep.:  18150, Loss: 8.613, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  30.00 Time: 14:09:24 \n",
      "Ep.:  18160, Loss: 9.954, Avg.Score: 129.00, Avg.LenOfSnake: 10.30, Max.LenOfSnake:  24.00 Time: 14:09:55 \n",
      "Ep.:  18170, Loss: 8.114, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  24.00 Time: 14:10:25 \n",
      "Ep.:  18180, Loss: 9.390, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  21.00 Time: 14:10:54 \n",
      "Ep.:  18190, Loss: 9.184, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  26.00 Time: 14:11:25 \n",
      "Ep.:  18200, Loss: 9.687, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  28.00 Time: 14:11:55 \n",
      "Ep.:  18210, Loss: 8.093, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  22.00 Time: 14:12:25 \n",
      "Ep.:  18220, Loss: 8.471, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  24.00 Time: 14:12:53 \n",
      "Ep.:  18230, Loss: 9.285, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  32.00 Time: 14:13:21 \n",
      "Ep.:  18240, Loss: 8.674, Avg.Score: 158.00, Avg.LenOfSnake: 11.27, Max.LenOfSnake:  20.00 Time: 14:13:50 \n",
      "Ep.:  18250, Loss: 9.553, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  37.00 Time: 14:14:21 \n",
      "Ep.:  18260, Loss: 8.609, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  32.00 Time: 14:14:55 \n",
      "Ep.:  18270, Loss: 9.036, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  28.00 Time: 14:15:27 \n",
      "Ep.:  18280, Loss: 9.806, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  24.00 Time: 14:15:56 \n",
      "Ep.:  18290, Loss: 8.762, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  30.00 Time: 14:16:27 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  18300, Loss: 10.287, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  25.00 Time: 14:16:57 \n",
      "Ep.:  18310, Loss: 8.158, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  25.00 Time: 14:17:30 \n",
      "Ep.:  18320, Loss: 9.229, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  28.00 Time: 14:18:01 \n",
      "Ep.:  18330, Loss: 9.892, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  34.00 Time: 14:18:31 \n",
      "Ep.:  18340, Loss: 8.992, Avg.Score: 161.00, Avg.LenOfSnake: 11.37, Max.LenOfSnake:  29.00 Time: 14:19:01 \n",
      "Ep.:  18350, Loss: 9.281, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  27.00 Time: 14:19:34 \n",
      "Ep.:  18360, Loss: 8.621, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  32.00 Time: 14:20:06 \n",
      "Ep.:  18370, Loss: 8.757, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  25.00 Time: 14:20:39 \n",
      "Ep.:  18380, Loss: 10.159, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  31.00 Time: 14:21:08 \n",
      "Ep.:  18390, Loss: 9.338, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  27.00 Time: 14:21:39 \n",
      "Ep.:  18400, Loss: 9.442, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  23.00 Time: 14:22:09 \n",
      "Ep.:  18410, Loss: 9.952, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  35.00 Time: 14:22:39 \n",
      "Ep.:  18420, Loss: 10.247, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  27.00 Time: 14:23:08 \n",
      "Ep.:  18430, Loss: 9.918, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  25.00 Time: 14:23:37 \n",
      "Ep.:  18440, Loss: 9.522, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  21.00 Time: 14:24:08 \n",
      "Ep.:  18450, Loss: 9.608, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  28.00 Time: 14:24:38 \n",
      "Ep.:  18460, Loss: 9.232, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  37.00 Time: 14:25:09 \n",
      "Ep.:  18470, Loss: 9.403, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  28.00 Time: 14:25:41 \n",
      "Ep.:  18480, Loss: 9.121, Avg.Score: 186.00, Avg.LenOfSnake: 12.20, Max.LenOfSnake:  23.00 Time: 14:26:13 \n",
      "Ep.:  18490, Loss: 9.731, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  25.00 Time: 14:26:45 \n",
      "Ep.:  18500, Loss: 9.580, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  24.00 Time: 14:27:15 \n",
      "Ep.:  18510, Loss: 9.416, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  22.00 Time: 14:27:46 \n",
      "Ep.:  18520, Loss: 9.666, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  27.00 Time: 14:28:15 \n",
      "Ep.:  18530, Loss: 10.986, Avg.Score: 161.00, Avg.LenOfSnake: 11.37, Max.LenOfSnake:  21.00 Time: 14:28:44 \n",
      "Ep.:  18540, Loss: 9.319, Avg.Score: 178.00, Avg.LenOfSnake: 11.93, Max.LenOfSnake:  25.00 Time: 14:29:15 \n",
      "Ep.:  18550, Loss: 9.297, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  24.00 Time: 14:29:43 \n",
      "Ep.:  18560, Loss: 8.797, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  28.00 Time: 14:30:14 \n",
      "Ep.:  18570, Loss: 10.806, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  27.00 Time: 14:30:43 \n",
      "Ep.:  18580, Loss: 8.123, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  24.00 Time: 14:31:13 \n",
      "Ep.:  18590, Loss: 8.758, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  25.00 Time: 14:31:44 \n",
      "Ep.:  18600, Loss: 10.007, Avg.Score: 281.00, Avg.LenOfSnake: 15.37, Max.LenOfSnake:  29.00 Time: 14:32:16 \n",
      "Ep.:  18610, Loss: 8.379, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  26.00 Time: 14:32:49 \n",
      "Ep.:  18620, Loss: 10.410, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  23.00 Time: 14:33:18 \n",
      "Ep.:  18630, Loss: 8.725, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  26.00 Time: 14:33:47 \n",
      "Ep.:  18640, Loss: 8.914, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  24.00 Time: 14:34:17 \n",
      "Ep.:  18650, Loss: 8.628, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  26.00 Time: 14:34:48 \n",
      "Ep.:  18660, Loss: 9.311, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  28.00 Time: 14:35:20 \n",
      "Ep.:  18670, Loss: 9.037, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  24.00 Time: 14:35:51 \n",
      "Ep.:  18680, Loss: 10.143, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  25.00 Time: 14:36:18 \n",
      "Ep.:  18690, Loss: 8.361, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  28.00 Time: 14:36:46 \n",
      "Ep.:  18700, Loss: 8.680, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  28.00 Time: 14:37:17 \n",
      "Ep.:  18710, Loss: 10.026, Avg.Score: 186.00, Avg.LenOfSnake: 12.20, Max.LenOfSnake:  22.00 Time: 14:37:47 \n",
      "Ep.:  18720, Loss: 9.364, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  26.00 Time: 14:38:19 \n",
      "Ep.:  18730, Loss: 9.464, Avg.Score: 174.00, Avg.LenOfSnake: 11.80, Max.LenOfSnake:  26.00 Time: 14:38:48 \n",
      "Ep.:  18740, Loss: 9.218, Avg.Score: 176.00, Avg.LenOfSnake: 11.87, Max.LenOfSnake:  24.00 Time: 14:39:18 \n",
      "Ep.:  18750, Loss: 10.347, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  26.00 Time: 14:39:46 \n",
      "Ep.:  18760, Loss: 9.133, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  24.00 Time: 14:40:15 \n",
      "Ep.:  18770, Loss: 9.699, Avg.Score: 296.00, Avg.LenOfSnake: 15.87, Max.LenOfSnake:  34.00 Time: 14:40:46 \n",
      "Ep.:  18780, Loss: 8.574, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  27.00 Time: 14:41:16 \n",
      "Ep.:  18790, Loss: 9.755, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  24.00 Time: 14:41:46 \n",
      "Ep.:  18800, Loss: 10.140, Avg.Score: 166.00, Avg.LenOfSnake: 11.53, Max.LenOfSnake:  19.00 Time: 14:42:14 \n",
      "Ep.:  18810, Loss: 8.857, Avg.Score: 189.00, Avg.LenOfSnake: 12.30, Max.LenOfSnake:  25.00 Time: 14:42:40 \n",
      "Ep.:  18820, Loss: 7.938, Avg.Score: 157.00, Avg.LenOfSnake: 11.23, Max.LenOfSnake:  20.00 Time: 14:43:09 \n",
      "Ep.:  18830, Loss: 9.703, Avg.Score: 176.00, Avg.LenOfSnake: 11.87, Max.LenOfSnake:  22.00 Time: 14:43:39 \n",
      "Ep.:  18840, Loss: 9.235, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  32.00 Time: 14:44:07 \n",
      "Ep.:  18850, Loss: 10.366, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  30.00 Time: 14:44:36 \n",
      "Ep.:  18860, Loss: 8.700, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  28.00 Time: 14:45:08 \n",
      "Ep.:  18870, Loss: 9.420, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  24.00 Time: 14:45:37 \n",
      "Ep.:  18880, Loss: 9.309, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  29.00 Time: 14:46:05 \n",
      "Ep.:  18890, Loss: 8.949, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  24.00 Time: 14:46:34 \n",
      "Ep.:  18900, Loss: 9.613, Avg.Score: 157.00, Avg.LenOfSnake: 11.23, Max.LenOfSnake:  20.00 Time: 14:47:04 \n",
      "Ep.:  18910, Loss: 8.594, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  24.00 Time: 14:47:33 \n",
      "Ep.:  18920, Loss: 9.047, Avg.Score: 312.00, Avg.LenOfSnake: 16.40, Max.LenOfSnake:  27.00 Time: 14:48:02 \n",
      "Ep.:  18930, Loss: 9.681, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  25.00 Time: 14:48:32 \n",
      "Ep.:  18940, Loss: 10.085, Avg.Score: 172.00, Avg.LenOfSnake: 11.73, Max.LenOfSnake:  25.00 Time: 14:49:01 \n",
      "Ep.:  18950, Loss: 8.258, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  33.00 Time: 14:49:31 \n",
      "Ep.:  18960, Loss: 9.439, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  23.00 Time: 14:50:00 \n",
      "Ep.:  18970, Loss: 10.617, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  31.00 Time: 14:50:32 \n",
      "Ep.:  18980, Loss: 9.194, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  29.00 Time: 14:51:02 \n",
      "Ep.:  18990, Loss: 8.115, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  28.00 Time: 14:51:32 \n",
      "Ep.:  19000, Loss: 9.759, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  29.00 Time: 14:52:03 \n",
      "Ep.:  19010, Loss: 9.690, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  29.00 Time: 14:52:32 \n",
      "Ep.:  19020, Loss: 9.947, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  24.00 Time: 14:53:04 \n",
      "Ep.:  19030, Loss: 10.042, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  30.00 Time: 14:53:34 \n",
      "Ep.:  19040, Loss: 9.679, Avg.Score: 157.00, Avg.LenOfSnake: 11.23, Max.LenOfSnake:  24.00 Time: 14:54:03 \n",
      "Ep.:  19050, Loss: 9.394, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  31.00 Time: 14:54:33 \n",
      "Ep.:  19060, Loss: 8.524, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  34.00 Time: 14:55:07 \n",
      "Ep.:  19070, Loss: 10.041, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  30.00 Time: 14:55:36 \n",
      "Ep.:  19080, Loss: 8.774, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  26.00 Time: 14:56:07 \n",
      "Ep.:  19090, Loss: 10.866, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  26.00 Time: 14:56:38 \n",
      "Ep.:  19100, Loss: 9.596, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  25.00 Time: 14:57:10 \n",
      "Ep.:  19110, Loss: 8.578, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  27.00 Time: 14:57:39 \n",
      "Ep.:  19120, Loss: 8.441, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  25.00 Time: 14:58:09 \n",
      "Ep.:  19130, Loss: 8.264, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  30.00 Time: 14:58:40 \n",
      "Ep.:  19140, Loss: 8.526, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  24.00 Time: 14:59:12 \n",
      "Ep.:  19150, Loss: 8.295, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  22.00 Time: 14:59:42 \n",
      "Ep.:  19160, Loss: 9.126, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  28.00 Time: 15:00:12 \n",
      "Ep.:  19170, Loss: 9.151, Avg.Score: 189.00, Avg.LenOfSnake: 12.30, Max.LenOfSnake:  22.00 Time: 15:00:44 \n",
      "Ep.:  19180, Loss: 9.662, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  22.00 Time: 15:01:14 \n",
      "Ep.:  19190, Loss: 10.234, Avg.Score: 151.00, Avg.LenOfSnake: 11.03, Max.LenOfSnake:  19.00 Time: 15:01:44 \n",
      "Ep.:  19200, Loss: 9.005, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  26.00 Time: 15:02:16 \n",
      "Ep.:  19210, Loss: 10.116, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  25.00 Time: 15:02:48 \n",
      "Ep.:  19220, Loss: 10.088, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  34.00 Time: 15:03:18 \n",
      "Ep.:  19230, Loss: 8.749, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  25.00 Time: 15:03:48 \n",
      "Ep.:  19240, Loss: 9.641, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  34.00 Time: 15:04:20 \n",
      "Ep.:  19250, Loss: 9.577, Avg.Score: 135.00, Avg.LenOfSnake: 10.50, Max.LenOfSnake:  18.00 Time: 15:04:49 \n",
      "Ep.:  19260, Loss: 9.767, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  22.00 Time: 15:05:21 \n",
      "Ep.:  19270, Loss: 10.478, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  26.00 Time: 15:05:51 \n",
      "Ep.:  19280, Loss: 9.278, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  32.00 Time: 15:06:24 \n",
      "Ep.:  19290, Loss: 9.908, Avg.Score: 180.00, Avg.LenOfSnake: 12.00, Max.LenOfSnake:  42.00 Time: 15:06:55 \n",
      "Ep.:  19300, Loss: 10.352, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  27.00 Time: 15:07:25 \n",
      "Ep.:  19310, Loss: 8.543, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  30.00 Time: 15:07:57 \n",
      "Ep.:  19320, Loss: 9.994, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  30.00 Time: 15:08:24 \n",
      "Ep.:  19330, Loss: 9.291, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  33.00 Time: 15:08:52 \n",
      "Ep.:  19340, Loss: 9.906, Avg.Score: 128.00, Avg.LenOfSnake: 10.27, Max.LenOfSnake:  18.00 Time: 15:09:20 \n",
      "Ep.:  19350, Loss: 9.808, Avg.Score: 173.00, Avg.LenOfSnake: 11.77, Max.LenOfSnake:  24.00 Time: 15:09:46 \n",
      "Ep.:  19360, Loss: 9.042, Avg.Score: 128.00, Avg.LenOfSnake: 10.27, Max.LenOfSnake:  18.00 Time: 15:10:13 \n",
      "Ep.:  19370, Loss: 8.861, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  31.00 Time: 15:10:42 \n",
      "Ep.:  19380, Loss: 9.227, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  22.00 Time: 15:11:13 \n",
      "Ep.:  19390, Loss: 9.336, Avg.Score: 173.00, Avg.LenOfSnake: 11.77, Max.LenOfSnake:  22.00 Time: 15:11:44 \n",
      "Ep.:  19400, Loss: 9.772, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  29.00 Time: 15:12:14 \n",
      "Ep.:  19410, Loss: 8.248, Avg.Score: 163.00, Avg.LenOfSnake: 11.43, Max.LenOfSnake:  22.00 Time: 15:12:42 \n",
      "Ep.:  19420, Loss: 8.464, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  33.00 Time: 15:13:12 \n",
      "Ep.:  19430, Loss: 10.355, Avg.Score: 180.00, Avg.LenOfSnake: 12.00, Max.LenOfSnake:  29.00 Time: 15:13:42 \n",
      "Ep.:  19440, Loss: 8.825, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  24.00 Time: 15:14:11 \n",
      "Ep.:  19450, Loss: 9.750, Avg.Score: 173.00, Avg.LenOfSnake: 11.77, Max.LenOfSnake:  23.00 Time: 15:14:41 \n",
      "Ep.:  19460, Loss: 10.648, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  24.00 Time: 15:15:12 \n",
      "Ep.:  19470, Loss: 9.917, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  37.00 Time: 15:15:43 \n",
      "Ep.:  19480, Loss: 9.402, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  29.00 Time: 15:16:16 \n",
      "Ep.:  19490, Loss: 9.674, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  26.00 Time: 15:16:46 \n",
      "Ep.:  19500, Loss: 10.667, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  26.00 Time: 15:17:18 \n",
      "Ep.:  19510, Loss: 8.487, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  26.00 Time: 15:17:49 \n",
      "Ep.:  19520, Loss: 8.824, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  22.00 Time: 15:18:20 \n",
      "Ep.:  19530, Loss: 9.915, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  26.00 Time: 15:18:50 \n",
      "Ep.:  19540, Loss: 9.581, Avg.Score: 172.00, Avg.LenOfSnake: 11.73, Max.LenOfSnake:  19.00 Time: 15:19:19 \n",
      "Ep.:  19550, Loss: 8.967, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  29.00 Time: 15:19:47 \n",
      "Ep.:  19560, Loss: 8.411, Avg.Score: 189.00, Avg.LenOfSnake: 12.30, Max.LenOfSnake:  24.00 Time: 15:20:15 \n",
      "Ep.:  19570, Loss: 9.151, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  27.00 Time: 15:20:43 \n",
      "Ep.:  19580, Loss: 9.488, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  28.00 Time: 15:21:15 \n",
      "Ep.:  19590, Loss: 8.845, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  23.00 Time: 15:21:45 \n",
      "Ep.:  19600, Loss: 9.273, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  32.00 Time: 15:22:18 \n",
      "Ep.:  19610, Loss: 9.463, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  31.00 Time: 15:22:51 \n",
      "Ep.:  19620, Loss: 8.613, Avg.Score: 173.00, Avg.LenOfSnake: 11.77, Max.LenOfSnake:  22.00 Time: 15:23:21 \n",
      "Ep.:  19630, Loss: 8.688, Avg.Score: 169.00, Avg.LenOfSnake: 11.63, Max.LenOfSnake:  24.00 Time: 15:23:51 \n",
      "Ep.:  19640, Loss: 9.117, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  32.00 Time: 15:24:24 \n",
      "Ep.:  19650, Loss: 8.204, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  28.00 Time: 15:24:53 \n",
      "Ep.:  19660, Loss: 8.169, Avg.Score: 182.00, Avg.LenOfSnake: 12.07, Max.LenOfSnake:  25.00 Time: 15:25:22 \n",
      "Ep.:  19670, Loss: 9.913, Avg.Score: 307.00, Avg.LenOfSnake: 16.23, Max.LenOfSnake:  35.00 Time: 15:25:55 \n",
      "Ep.:  19680, Loss: 8.431, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  25.00 Time: 15:26:26 \n",
      "Ep.:  19690, Loss: 9.044, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  25.00 Time: 15:26:57 \n",
      "Ep.:  19700, Loss: 9.862, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  26.00 Time: 15:27:28 \n",
      "Ep.:  19710, Loss: 9.056, Avg.Score: 130.00, Avg.LenOfSnake: 10.33, Max.LenOfSnake:  20.00 Time: 15:27:57 \n",
      "Ep.:  19720, Loss: 9.149, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  30.00 Time: 15:28:26 \n",
      "Ep.:  19730, Loss: 8.143, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  25.00 Time: 15:28:55 \n",
      "Ep.:  19740, Loss: 8.464, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  28.00 Time: 15:29:27 \n",
      "Ep.:  19750, Loss: 8.579, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  28.00 Time: 15:30:00 \n",
      "Ep.:  19760, Loss: 9.070, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  26.00 Time: 15:30:31 \n",
      "Ep.:  19770, Loss: 9.346, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  30.00 Time: 15:31:03 \n",
      "Ep.:  19780, Loss: 8.891, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  29.00 Time: 15:31:33 \n",
      "Ep.:  19790, Loss: 10.670, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  33.00 Time: 15:32:05 \n",
      "Ep.:  19800, Loss: 9.872, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  29.00 Time: 15:32:34 \n",
      "Ep.:  19810, Loss: 9.275, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  30.00 Time: 15:33:05 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  19820, Loss: 9.131, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  26.00 Time: 15:33:36 \n",
      "Ep.:  19830, Loss: 8.858, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  24.00 Time: 15:34:05 \n",
      "Ep.:  19840, Loss: 10.507, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  25.00 Time: 15:34:36 \n",
      "Ep.:  19850, Loss: 9.993, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  29.00 Time: 15:35:07 \n",
      "Ep.:  19860, Loss: 9.940, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  31.00 Time: 15:35:38 \n",
      "Ep.:  19870, Loss: 10.210, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  29.00 Time: 15:36:10 \n",
      "Ep.:  19880, Loss: 8.385, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  21.00 Time: 15:36:41 \n",
      "Ep.:  19890, Loss: 10.150, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  21.00 Time: 15:37:13 \n",
      "Ep.:  19900, Loss: 8.768, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  30.00 Time: 15:37:45 \n",
      "Ep.:  19910, Loss: 9.926, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  33.00 Time: 15:38:15 \n",
      "Ep.:  19920, Loss: 9.883, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  28.00 Time: 15:38:47 \n",
      "Ep.:  19930, Loss: 9.345, Avg.Score: 189.00, Avg.LenOfSnake: 12.30, Max.LenOfSnake:  23.00 Time: 15:39:21 \n",
      "Ep.:  19940, Loss: 8.194, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  34.00 Time: 15:39:54 \n",
      "Ep.:  19950, Loss: 9.224, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  23.00 Time: 15:40:24 \n",
      "Ep.:  19960, Loss: 10.387, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  31.00 Time: 15:40:53 \n",
      "Ep.:  19970, Loss: 10.478, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  25.00 Time: 15:41:22 \n",
      "Ep.:  19980, Loss: 10.292, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  26.00 Time: 15:41:51 \n",
      "Ep.:  19990, Loss: 9.055, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  28.00 Time: 15:42:18 \n",
      "Ep.:  20000, Loss: 8.649, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  29.00 Time: 15:42:45 \n",
      "Ep.:  20010, Loss: 9.659, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  27.00 Time: 15:43:14 \n",
      "Ep.:  20020, Loss: 8.749, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  34.00 Time: 15:43:42 \n",
      "Ep.:  20030, Loss: 9.263, Avg.Score: 151.00, Avg.LenOfSnake: 11.03, Max.LenOfSnake:  28.00 Time: 15:44:12 \n",
      "Ep.:  20040, Loss: 8.786, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  26.00 Time: 15:44:44 \n",
      "Ep.:  20050, Loss: 10.279, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  27.00 Time: 15:45:15 \n",
      "Ep.:  20060, Loss: 8.310, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  28.00 Time: 15:45:47 \n",
      "Ep.:  20070, Loss: 9.098, Avg.Score: 302.00, Avg.LenOfSnake: 16.07, Max.LenOfSnake:  32.00 Time: 15:46:20 \n",
      "Ep.:  20080, Loss: 9.505, Avg.Score: 297.00, Avg.LenOfSnake: 15.90, Max.LenOfSnake:  27.00 Time: 15:46:53 \n",
      "Ep.:  20090, Loss: 8.687, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  25.00 Time: 15:47:26 \n",
      "Ep.:  20100, Loss: 8.889, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  24.00 Time: 15:47:57 \n",
      "Ep.:  20110, Loss: 9.854, Avg.Score: 140.00, Avg.LenOfSnake: 10.67, Max.LenOfSnake:  18.00 Time: 15:48:26 \n",
      "Ep.:  20120, Loss: 9.794, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  25.00 Time: 15:48:56 \n",
      "Ep.:  20130, Loss: 9.817, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  27.00 Time: 15:49:26 \n",
      "Ep.:  20140, Loss: 10.421, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  25.00 Time: 15:49:55 \n",
      "Ep.:  20150, Loss: 10.075, Avg.Score: 303.00, Avg.LenOfSnake: 16.10, Max.LenOfSnake:  29.00 Time: 15:50:25 \n",
      "Ep.:  20160, Loss: 9.618, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  20.00 Time: 15:50:55 \n",
      "Ep.:  20170, Loss: 9.074, Avg.Score: 297.00, Avg.LenOfSnake: 15.90, Max.LenOfSnake:  34.00 Time: 15:51:25 \n",
      "Ep.:  20180, Loss: 9.887, Avg.Score: 159.00, Avg.LenOfSnake: 11.30, Max.LenOfSnake:  26.00 Time: 15:51:55 \n",
      "Ep.:  20190, Loss: 9.211, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  27.00 Time: 15:52:25 \n",
      "Ep.:  20200, Loss: 9.307, Avg.Score: 177.00, Avg.LenOfSnake: 11.90, Max.LenOfSnake:  24.00 Time: 15:52:54 \n",
      "Ep.:  20210, Loss: 8.267, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  33.00 Time: 15:53:26 \n",
      "Ep.:  20220, Loss: 8.990, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  30.00 Time: 15:53:58 \n",
      "Ep.:  20230, Loss: 10.231, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  23.00 Time: 15:54:30 \n",
      "Ep.:  20240, Loss: 9.537, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  29.00 Time: 15:55:00 \n",
      "Ep.:  20250, Loss: 9.491, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  24.00 Time: 15:55:32 \n",
      "Ep.:  20260, Loss: 8.064, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  27.00 Time: 15:56:03 \n",
      "Ep.:  20270, Loss: 9.723, Avg.Score: 286.00, Avg.LenOfSnake: 15.53, Max.LenOfSnake:  29.00 Time: 15:56:37 \n",
      "Ep.:  20280, Loss: 9.123, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  25.00 Time: 15:57:11 \n",
      "Ep.:  20290, Loss: 7.564, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  30.00 Time: 15:57:42 \n",
      "Ep.:  20300, Loss: 9.654, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  29.00 Time: 15:58:14 \n",
      "Ep.:  20310, Loss: 9.486, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  31.00 Time: 15:58:45 \n",
      "Ep.:  20320, Loss: 9.237, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  31.00 Time: 15:59:17 \n",
      "Ep.:  20330, Loss: 8.573, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  25.00 Time: 15:59:50 \n",
      "Ep.:  20340, Loss: 9.150, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  34.00 Time: 16:00:19 \n",
      "Ep.:  20350, Loss: 9.540, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  22.00 Time: 16:00:52 \n",
      "Ep.:  20360, Loss: 8.477, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  32.00 Time: 16:01:27 \n",
      "Ep.:  20370, Loss: 9.254, Avg.Score: 139.00, Avg.LenOfSnake: 10.63, Max.LenOfSnake:  21.00 Time: 16:01:57 \n",
      "Ep.:  20380, Loss: 9.274, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  27.00 Time: 16:02:27 \n",
      "Ep.:  20390, Loss: 9.463, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  28.00 Time: 16:02:59 \n",
      "Ep.:  20400, Loss: 8.493, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  28.00 Time: 16:03:33 \n",
      "Ep.:  20410, Loss: 9.868, Avg.Score: 181.00, Avg.LenOfSnake: 12.03, Max.LenOfSnake:  30.00 Time: 16:04:02 \n",
      "Ep.:  20420, Loss: 9.173, Avg.Score: 167.00, Avg.LenOfSnake: 11.57, Max.LenOfSnake:  24.00 Time: 16:04:34 \n",
      "Ep.:  20430, Loss: 9.515, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  25.00 Time: 16:05:03 \n",
      "Ep.:  20440, Loss: 9.590, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  29.00 Time: 16:05:32 \n",
      "Ep.:  20450, Loss: 11.232, Avg.Score: 171.00, Avg.LenOfSnake: 11.70, Max.LenOfSnake:  19.00 Time: 16:06:02 \n",
      "Ep.:  20460, Loss: 9.703, Avg.Score: 174.00, Avg.LenOfSnake: 11.80, Max.LenOfSnake:  22.00 Time: 16:06:31 \n",
      "Ep.:  20470, Loss: 9.051, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  25.00 Time: 16:06:59 \n",
      "Ep.:  20480, Loss: 9.448, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  29.00 Time: 16:07:32 \n",
      "Ep.:  20490, Loss: 8.476, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  27.00 Time: 16:08:07 \n",
      "Ep.:  20500, Loss: 9.086, Avg.Score: 173.00, Avg.LenOfSnake: 11.77, Max.LenOfSnake:  24.00 Time: 16:08:38 \n",
      "Ep.:  20510, Loss: 9.240, Avg.Score: 317.00, Avg.LenOfSnake: 16.57, Max.LenOfSnake:  38.00 Time: 16:09:11 \n",
      "Ep.:  20520, Loss: 8.336, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  27.00 Time: 16:09:42 \n",
      "Ep.:  20530, Loss: 8.382, Avg.Score: 165.00, Avg.LenOfSnake: 11.50, Max.LenOfSnake:  26.00 Time: 16:10:13 \n",
      "Ep.:  20540, Loss: 9.844, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  25.00 Time: 16:10:43 \n",
      "Ep.:  20550, Loss: 9.474, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  22.00 Time: 16:11:13 \n",
      "Ep.:  20560, Loss: 10.584, Avg.Score: 315.00, Avg.LenOfSnake: 16.50, Max.LenOfSnake:  33.00 Time: 16:11:43 \n",
      "Ep.:  20570, Loss: 9.626, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  26.00 Time: 16:12:13 \n",
      "Ep.:  20580, Loss: 9.251, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  22.00 Time: 16:12:43 \n",
      "Ep.:  20590, Loss: 10.160, Avg.Score: 155.00, Avg.LenOfSnake: 11.17, Max.LenOfSnake:  25.00 Time: 16:13:12 \n",
      "Ep.:  20600, Loss: 9.144, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  23.00 Time: 16:13:43 \n",
      "Ep.:  20610, Loss: 9.877, Avg.Score: 289.00, Avg.LenOfSnake: 15.63, Max.LenOfSnake:  27.00 Time: 16:14:16 \n",
      "Ep.:  20620, Loss: 8.597, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  24.00 Time: 16:14:45 \n",
      "Ep.:  20630, Loss: 9.532, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  23.00 Time: 16:15:17 \n",
      "Ep.:  20640, Loss: 10.031, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  25.00 Time: 16:15:50 \n",
      "Ep.:  20650, Loss: 9.143, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  29.00 Time: 16:16:20 \n",
      "Ep.:  20660, Loss: 9.924, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  30.00 Time: 16:16:51 \n",
      "Ep.:  20670, Loss: 9.843, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  23.00 Time: 16:17:22 \n",
      "Ep.:  20680, Loss: 8.361, Avg.Score: 171.00, Avg.LenOfSnake: 11.70, Max.LenOfSnake:  27.00 Time: 16:17:53 \n",
      "Ep.:  20690, Loss: 8.524, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  24.00 Time: 16:18:26 \n",
      "Ep.:  20700, Loss: 9.169, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  32.00 Time: 16:18:58 \n",
      "Ep.:  20710, Loss: 9.787, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  29.00 Time: 16:19:29 \n",
      "Ep.:  20720, Loss: 8.931, Avg.Score: 295.00, Avg.LenOfSnake: 15.83, Max.LenOfSnake:  38.00 Time: 16:20:01 \n",
      "Ep.:  20730, Loss: 10.088, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  26.00 Time: 16:20:33 \n",
      "Ep.:  20740, Loss: 8.972, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  33.00 Time: 16:21:05 \n",
      "Ep.:  20750, Loss: 8.549, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  25.00 Time: 16:21:38 \n",
      "Ep.:  20760, Loss: 9.726, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  26.00 Time: 16:22:06 \n",
      "Ep.:  20770, Loss: 8.706, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  33.00 Time: 16:22:35 \n",
      "Ep.:  20780, Loss: 8.649, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  25.00 Time: 16:23:04 \n",
      "Ep.:  20790, Loss: 8.947, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  28.00 Time: 16:23:34 \n",
      "Ep.:  20800, Loss: 9.532, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  26.00 Time: 16:24:04 \n",
      "Ep.:  20810, Loss: 9.412, Avg.Score: 186.00, Avg.LenOfSnake: 12.20, Max.LenOfSnake:  23.00 Time: 16:24:35 \n",
      "Ep.:  20820, Loss: 10.385, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  26.00 Time: 16:25:07 \n",
      "Ep.:  20830, Loss: 10.191, Avg.Score: 315.00, Avg.LenOfSnake: 16.50, Max.LenOfSnake:  31.00 Time: 16:25:39 \n",
      "Ep.:  20840, Loss: 9.534, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  24.00 Time: 16:26:12 \n",
      "Ep.:  20850, Loss: 9.595, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  31.00 Time: 16:26:44 \n",
      "Ep.:  20860, Loss: 9.966, Avg.Score: 307.00, Avg.LenOfSnake: 16.23, Max.LenOfSnake:  31.00 Time: 16:27:16 \n",
      "Ep.:  20870, Loss: 8.190, Avg.Score: 153.00, Avg.LenOfSnake: 11.10, Max.LenOfSnake:  23.00 Time: 16:27:45 \n",
      "Ep.:  20880, Loss: 9.231, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  25.00 Time: 16:28:17 \n",
      "Ep.:  20890, Loss: 9.594, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  27.00 Time: 16:28:47 \n",
      "Ep.:  20900, Loss: 9.140, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  23.00 Time: 16:29:19 \n",
      "Ep.:  20910, Loss: 9.389, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  25.00 Time: 16:29:51 \n",
      "Ep.:  20920, Loss: 9.221, Avg.Score: 167.00, Avg.LenOfSnake: 11.57, Max.LenOfSnake:  25.00 Time: 16:30:18 \n",
      "Ep.:  20930, Loss: 9.005, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  25.00 Time: 16:30:45 \n",
      "Ep.:  20940, Loss: 10.894, Avg.Score: 173.00, Avg.LenOfSnake: 11.77, Max.LenOfSnake:  22.00 Time: 16:31:14 \n",
      "Ep.:  20950, Loss: 8.542, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  31.00 Time: 16:31:41 \n",
      "Ep.:  20960, Loss: 8.278, Avg.Score: 92.00, Avg.LenOfSnake: 9.07, Max.LenOfSnake:  18.00 Time: 16:32:10 \n",
      "Ep.:  20970, Loss: 9.776, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  24.00 Time: 16:32:40 \n",
      "Ep.:  20980, Loss: 9.349, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  24.00 Time: 16:33:11 \n",
      "Ep.:  20990, Loss: 9.298, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  31.00 Time: 16:33:41 \n",
      "Ep.:  21000, Loss: 9.644, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  25.00 Time: 16:34:13 \n",
      "Ep.:  21010, Loss: 10.714, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  27.00 Time: 16:34:43 \n",
      "Ep.:  21020, Loss: 8.513, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  31.00 Time: 16:35:16 \n",
      "Ep.:  21030, Loss: 10.136, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  26.00 Time: 16:35:49 \n",
      "Ep.:  21040, Loss: 8.254, Avg.Score: 301.00, Avg.LenOfSnake: 16.03, Max.LenOfSnake:  28.00 Time: 16:36:25 \n",
      "Ep.:  21050, Loss: 9.004, Avg.Score: 182.00, Avg.LenOfSnake: 12.07, Max.LenOfSnake:  23.00 Time: 16:36:57 \n",
      "Ep.:  21060, Loss: 9.406, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  37.00 Time: 16:37:26 \n",
      "Ep.:  21070, Loss: 9.405, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  27.00 Time: 16:37:57 \n",
      "Ep.:  21080, Loss: 9.077, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  28.00 Time: 16:38:30 \n",
      "Ep.:  21090, Loss: 10.369, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  28.00 Time: 16:39:01 \n",
      "Ep.:  21100, Loss: 8.671, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  32.00 Time: 16:39:35 \n",
      "Ep.:  21110, Loss: 8.560, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  24.00 Time: 16:40:08 \n",
      "Ep.:  21120, Loss: 9.035, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  27.00 Time: 16:40:40 \n",
      "Ep.:  21130, Loss: 8.785, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  30.00 Time: 16:41:09 \n",
      "Ep.:  21140, Loss: 8.898, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  22.00 Time: 16:41:42 \n",
      "Ep.:  21150, Loss: 9.421, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  24.00 Time: 16:42:15 \n",
      "Ep.:  21160, Loss: 9.447, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  34.00 Time: 16:42:47 \n",
      "Ep.:  21170, Loss: 9.610, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  22.00 Time: 16:43:21 \n",
      "Ep.:  21180, Loss: 9.523, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  28.00 Time: 16:43:53 \n",
      "Ep.:  21190, Loss: 9.012, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  32.00 Time: 16:44:27 \n",
      "Ep.:  21200, Loss: 11.112, Avg.Score: 180.00, Avg.LenOfSnake: 12.00, Max.LenOfSnake:  23.00 Time: 16:44:59 \n",
      "Ep.:  21210, Loss: 10.037, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  26.00 Time: 16:45:30 \n",
      "Ep.:  21220, Loss: 8.700, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  23.00 Time: 16:46:02 \n",
      "Ep.:  21230, Loss: 9.304, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  28.00 Time: 16:46:34 \n",
      "Ep.:  21240, Loss: 10.614, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  24.00 Time: 16:47:07 \n",
      "Ep.:  21250, Loss: 9.991, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  24.00 Time: 16:47:38 \n",
      "Ep.:  21260, Loss: 9.686, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  22.00 Time: 16:48:07 \n",
      "Ep.:  21270, Loss: 9.853, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  31.00 Time: 16:48:37 \n",
      "Ep.:  21280, Loss: 10.031, Avg.Score: 282.00, Avg.LenOfSnake: 15.40, Max.LenOfSnake:  24.00 Time: 16:49:10 \n",
      "Ep.:  21290, Loss: 9.237, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  31.00 Time: 16:49:42 \n",
      "Ep.:  21300, Loss: 9.171, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  31.00 Time: 16:50:16 \n",
      "Ep.:  21310, Loss: 8.617, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  27.00 Time: 16:50:47 \n",
      "Ep.:  21320, Loss: 8.415, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  32.00 Time: 16:51:20 \n",
      "Ep.:  21330, Loss: 9.345, Avg.Score: 160.00, Avg.LenOfSnake: 11.33, Max.LenOfSnake:  21.00 Time: 16:51:51 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  21340, Loss: 9.277, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  31.00 Time: 16:52:22 \n",
      "Ep.:  21350, Loss: 9.585, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  23.00 Time: 16:52:56 \n",
      "Ep.:  21360, Loss: 9.204, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  27.00 Time: 16:53:26 \n",
      "Ep.:  21370, Loss: 9.770, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  24.00 Time: 16:53:58 \n",
      "Ep.:  21380, Loss: 8.882, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  28.00 Time: 16:54:29 \n",
      "Ep.:  21390, Loss: 8.091, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  31.00 Time: 16:55:02 \n",
      "Ep.:  21400, Loss: 9.302, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  24.00 Time: 16:55:34 \n",
      "Ep.:  21410, Loss: 8.690, Avg.Score: 159.00, Avg.LenOfSnake: 11.30, Max.LenOfSnake:  23.00 Time: 16:56:09 \n",
      "Ep.:  21420, Loss: 8.128, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  28.00 Time: 16:56:40 \n",
      "Ep.:  21430, Loss: 9.769, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  27.00 Time: 16:57:11 \n",
      "Ep.:  21440, Loss: 9.249, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  29.00 Time: 16:57:44 \n",
      "Ep.:  21450, Loss: 10.300, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  24.00 Time: 16:58:16 \n",
      "Ep.:  21460, Loss: 9.704, Avg.Score: 291.00, Avg.LenOfSnake: 15.70, Max.LenOfSnake:  26.00 Time: 16:58:44 \n",
      "Ep.:  21470, Loss: 8.885, Avg.Score: 300.00, Avg.LenOfSnake: 16.00, Max.LenOfSnake:  32.00 Time: 16:59:17 \n",
      "Ep.:  21480, Loss: 8.799, Avg.Score: 292.00, Avg.LenOfSnake: 15.73, Max.LenOfSnake:  29.00 Time: 16:59:50 \n",
      "Ep.:  21490, Loss: 9.576, Avg.Score: 293.00, Avg.LenOfSnake: 15.77, Max.LenOfSnake:  26.00 Time: 17:00:22 \n",
      "Ep.:  21500, Loss: 9.268, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  27.00 Time: 17:00:53 \n",
      "Ep.:  21510, Loss: 8.864, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  24.00 Time: 17:01:21 \n",
      "Ep.:  21520, Loss: 8.969, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  28.00 Time: 17:01:53 \n",
      "Ep.:  21530, Loss: 8.846, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  27.00 Time: 17:02:27 \n",
      "Ep.:  21540, Loss: 9.353, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  30.00 Time: 17:03:01 \n",
      "Ep.:  21550, Loss: 8.781, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  22.00 Time: 17:03:34 \n",
      "Ep.:  21560, Loss: 8.966, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  28.00 Time: 17:04:06 \n",
      "Ep.:  21570, Loss: 9.852, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  30.00 Time: 17:04:38 \n",
      "Ep.:  21580, Loss: 10.772, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  27.00 Time: 17:05:08 \n",
      "Ep.:  21590, Loss: 9.306, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  30.00 Time: 17:05:39 \n",
      "Ep.:  21600, Loss: 8.766, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  28.00 Time: 17:06:09 \n",
      "Ep.:  21610, Loss: 8.731, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  25.00 Time: 17:06:38 \n",
      "Ep.:  21620, Loss: 10.306, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  27.00 Time: 17:07:08 \n",
      "Ep.:  21630, Loss: 8.628, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  21.00 Time: 17:07:39 \n",
      "Ep.:  21640, Loss: 10.273, Avg.Score: 132.00, Avg.LenOfSnake: 10.40, Max.LenOfSnake:  19.00 Time: 17:08:09 \n",
      "Ep.:  21650, Loss: 8.942, Avg.Score: 170.00, Avg.LenOfSnake: 11.67, Max.LenOfSnake:  27.00 Time: 17:08:39 \n",
      "Ep.:  21660, Loss: 8.943, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  28.00 Time: 17:09:08 \n",
      "Ep.:  21670, Loss: 8.710, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  24.00 Time: 17:09:40 \n",
      "Ep.:  21680, Loss: 8.350, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  26.00 Time: 17:10:13 \n",
      "Ep.:  21690, Loss: 9.203, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  25.00 Time: 17:10:45 \n",
      "Ep.:  21700, Loss: 10.832, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  31.00 Time: 17:11:16 \n",
      "Ep.:  21710, Loss: 9.938, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  29.00 Time: 17:11:45 \n",
      "Ep.:  21720, Loss: 9.829, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  30.00 Time: 17:12:17 \n",
      "Ep.:  21730, Loss: 9.080, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  24.00 Time: 17:12:48 \n",
      "Ep.:  21740, Loss: 10.085, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  23.00 Time: 17:13:19 \n",
      "Ep.:  21750, Loss: 10.613, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  30.00 Time: 17:13:50 \n",
      "Ep.:  21760, Loss: 9.403, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  27.00 Time: 17:14:22 \n",
      "Ep.:  21770, Loss: 8.874, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  23.00 Time: 17:14:53 \n",
      "Ep.:  21780, Loss: 9.956, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  28.00 Time: 17:15:23 \n",
      "Ep.:  21790, Loss: 9.076, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  32.00 Time: 17:15:55 \n",
      "Ep.:  21800, Loss: 7.348, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  29.00 Time: 17:16:26 \n",
      "Ep.:  21810, Loss: 8.994, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  27.00 Time: 17:17:00 \n",
      "Ep.:  21820, Loss: 8.814, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  21.00 Time: 17:17:32 \n",
      "Ep.:  21830, Loss: 10.381, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  27.00 Time: 17:18:04 \n",
      "Ep.:  21840, Loss: 10.259, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  27.00 Time: 17:18:35 \n",
      "Ep.:  21850, Loss: 10.161, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  32.00 Time: 17:19:09 \n",
      "Ep.:  21860, Loss: 8.641, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  30.00 Time: 17:19:40 \n",
      "Ep.:  21870, Loss: 9.786, Avg.Score: 174.00, Avg.LenOfSnake: 11.80, Max.LenOfSnake:  21.00 Time: 17:20:08 \n",
      "Ep.:  21880, Loss: 8.841, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  25.00 Time: 17:20:39 \n",
      "Ep.:  21890, Loss: 9.052, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  24.00 Time: 17:21:09 \n",
      "Ep.:  21900, Loss: 9.214, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  28.00 Time: 17:21:41 \n",
      "Ep.:  21910, Loss: 10.123, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  32.00 Time: 17:22:14 \n",
      "Ep.:  21920, Loss: 9.855, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  28.00 Time: 17:22:46 \n",
      "Ep.:  21930, Loss: 8.968, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  35.00 Time: 17:23:15 \n",
      "Ep.:  21940, Loss: 9.230, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  30.00 Time: 17:23:46 \n",
      "Ep.:  21950, Loss: 9.767, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  30.00 Time: 17:24:19 \n",
      "Ep.:  21960, Loss: 9.032, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  30.00 Time: 17:24:50 \n",
      "Ep.:  21970, Loss: 9.688, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  26.00 Time: 17:25:24 \n",
      "Ep.:  21980, Loss: 9.759, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  28.00 Time: 17:25:57 \n",
      "Ep.:  21990, Loss: 9.402, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  33.00 Time: 17:26:29 \n",
      "Ep.:  22000, Loss: 9.801, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  27.00 Time: 17:27:00 \n",
      "Ep.:  22010, Loss: 9.240, Avg.Score: 153.00, Avg.LenOfSnake: 11.10, Max.LenOfSnake:  28.00 Time: 17:27:32 \n",
      "Ep.:  22020, Loss: 9.359, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  28.00 Time: 17:28:03 \n",
      "Ep.:  22030, Loss: 9.044, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  26.00 Time: 17:28:35 \n",
      "Ep.:  22040, Loss: 9.016, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  32.00 Time: 17:29:05 \n",
      "Ep.:  22050, Loss: 9.118, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  28.00 Time: 17:29:39 \n",
      "Ep.:  22060, Loss: 8.620, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  29.00 Time: 17:30:12 \n",
      "Ep.:  22070, Loss: 10.268, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  24.00 Time: 17:30:45 \n",
      "Ep.:  22080, Loss: 8.110, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  29.00 Time: 17:31:16 \n",
      "Ep.:  22090, Loss: 8.797, Avg.Score: 177.00, Avg.LenOfSnake: 11.90, Max.LenOfSnake:  25.00 Time: 17:31:48 \n",
      "Ep.:  22100, Loss: 9.561, Avg.Score: 308.00, Avg.LenOfSnake: 16.27, Max.LenOfSnake:  27.00 Time: 17:32:21 \n",
      "Ep.:  22110, Loss: 8.970, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  27.00 Time: 17:32:52 \n",
      "Ep.:  22120, Loss: 9.574, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  22.00 Time: 17:33:25 \n",
      "Ep.:  22130, Loss: 9.886, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  27.00 Time: 17:33:55 \n",
      "Ep.:  22140, Loss: 8.710, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  25.00 Time: 17:34:26 \n",
      "Ep.:  22150, Loss: 8.602, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  26.00 Time: 17:34:58 \n",
      "Ep.:  22160, Loss: 8.905, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  31.00 Time: 17:35:29 \n",
      "Ep.:  22170, Loss: 8.516, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  32.00 Time: 17:36:04 \n",
      "Ep.:  22180, Loss: 8.470, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  28.00 Time: 17:36:34 \n",
      "Ep.:  22190, Loss: 10.635, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  31.00 Time: 17:37:06 \n",
      "Ep.:  22200, Loss: 7.875, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  29.00 Time: 17:37:33 \n",
      "Ep.:  22210, Loss: 8.408, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  27.00 Time: 17:38:05 \n",
      "Ep.:  22220, Loss: 9.352, Avg.Score: 176.00, Avg.LenOfSnake: 11.87, Max.LenOfSnake:  21.00 Time: 17:38:34 \n",
      "Ep.:  22230, Loss: 9.065, Avg.Score: 182.00, Avg.LenOfSnake: 12.07, Max.LenOfSnake:  28.00 Time: 17:39:06 \n",
      "Ep.:  22240, Loss: 8.536, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  29.00 Time: 17:39:39 \n",
      "Ep.:  22250, Loss: 9.295, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  24.00 Time: 17:40:10 \n",
      "Ep.:  22260, Loss: 8.891, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  32.00 Time: 17:40:43 \n",
      "Ep.:  22270, Loss: 9.074, Avg.Score: 307.00, Avg.LenOfSnake: 16.23, Max.LenOfSnake:  30.00 Time: 17:41:15 \n",
      "Ep.:  22280, Loss: 8.832, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  23.00 Time: 17:41:44 \n",
      "Ep.:  22290, Loss: 9.676, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  27.00 Time: 17:42:14 \n",
      "Ep.:  22300, Loss: 8.571, Avg.Score: 286.00, Avg.LenOfSnake: 15.53, Max.LenOfSnake:  26.00 Time: 17:42:47 \n",
      "Ep.:  22310, Loss: 9.095, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  28.00 Time: 17:43:22 \n",
      "Ep.:  22320, Loss: 9.824, Avg.Score: 289.00, Avg.LenOfSnake: 15.63, Max.LenOfSnake:  35.00 Time: 17:43:55 \n",
      "Ep.:  22330, Loss: 8.954, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  26.00 Time: 17:44:27 \n",
      "Ep.:  22340, Loss: 10.612, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  26.00 Time: 17:44:58 \n",
      "Ep.:  22350, Loss: 9.562, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  23.00 Time: 17:45:28 \n",
      "Ep.:  22360, Loss: 10.211, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  32.00 Time: 17:46:00 \n",
      "Ep.:  22370, Loss: 9.423, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  30.00 Time: 17:46:30 \n",
      "Ep.:  22380, Loss: 8.787, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  28.00 Time: 17:47:00 \n",
      "Ep.:  22390, Loss: 8.577, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  28.00 Time: 17:47:33 \n",
      "Ep.:  22400, Loss: 8.661, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  33.00 Time: 17:48:05 \n",
      "Ep.:  22410, Loss: 10.001, Avg.Score: 294.00, Avg.LenOfSnake: 15.80, Max.LenOfSnake:  32.00 Time: 17:48:38 \n",
      "Ep.:  22420, Loss: 9.244, Avg.Score: 308.00, Avg.LenOfSnake: 16.27, Max.LenOfSnake:  28.00 Time: 17:49:11 \n",
      "Ep.:  22430, Loss: 9.792, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  28.00 Time: 17:49:44 \n",
      "Ep.:  22440, Loss: 9.964, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  28.00 Time: 17:50:17 \n",
      "Ep.:  22450, Loss: 9.047, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  29.00 Time: 17:50:50 \n",
      "Ep.:  22460, Loss: 9.598, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  28.00 Time: 17:51:23 \n",
      "Ep.:  22470, Loss: 8.765, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  30.00 Time: 17:51:53 \n",
      "Ep.:  22480, Loss: 8.561, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  26.00 Time: 17:52:26 \n",
      "Ep.:  22490, Loss: 9.452, Avg.Score: 283.00, Avg.LenOfSnake: 15.43, Max.LenOfSnake:  27.00 Time: 17:52:59 \n",
      "Ep.:  22500, Loss: 9.483, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  28.00 Time: 17:53:31 \n",
      "Ep.:  22510, Loss: 9.627, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  31.00 Time: 17:54:04 \n",
      "Ep.:  22520, Loss: 9.488, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  25.00 Time: 17:54:35 \n",
      "Ep.:  22530, Loss: 8.850, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  28.00 Time: 17:55:08 \n",
      "Ep.:  22540, Loss: 9.179, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  32.00 Time: 17:55:42 \n",
      "Ep.:  22550, Loss: 9.107, Avg.Score: 167.00, Avg.LenOfSnake: 11.57, Max.LenOfSnake:  22.00 Time: 17:56:14 \n",
      "Ep.:  22560, Loss: 9.333, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  34.00 Time: 17:56:48 \n",
      "Ep.:  22570, Loss: 8.844, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  29.00 Time: 17:57:19 \n",
      "Ep.:  22580, Loss: 8.738, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  21.00 Time: 17:57:50 \n",
      "Ep.:  22590, Loss: 8.948, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  28.00 Time: 17:58:23 \n",
      "Ep.:  22600, Loss: 8.657, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  28.00 Time: 17:58:55 \n",
      "Ep.:  22610, Loss: 8.965, Avg.Score: 155.00, Avg.LenOfSnake: 11.17, Max.LenOfSnake:  21.00 Time: 17:59:25 \n",
      "Ep.:  22620, Loss: 10.078, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  23.00 Time: 17:59:57 \n",
      "Ep.:  22630, Loss: 8.298, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  30.00 Time: 18:00:28 \n",
      "Ep.:  22640, Loss: 9.339, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  30.00 Time: 18:00:57 \n",
      "Ep.:  22650, Loss: 8.517, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  23.00 Time: 18:01:29 \n",
      "Ep.:  22660, Loss: 8.777, Avg.Score: 169.00, Avg.LenOfSnake: 11.63, Max.LenOfSnake:  19.00 Time: 18:02:01 \n",
      "Ep.:  22670, Loss: 9.581, Avg.Score: 159.00, Avg.LenOfSnake: 11.30, Max.LenOfSnake:  20.00 Time: 18:02:30 \n",
      "Ep.:  22680, Loss: 9.564, Avg.Score: 283.00, Avg.LenOfSnake: 15.43, Max.LenOfSnake:  30.00 Time: 18:03:03 \n",
      "Ep.:  22690, Loss: 9.073, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  26.00 Time: 18:03:35 \n",
      "Ep.:  22700, Loss: 8.716, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  30.00 Time: 18:04:06 \n",
      "Ep.:  22710, Loss: 9.084, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  25.00 Time: 18:04:38 \n",
      "Ep.:  22720, Loss: 8.367, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  31.00 Time: 18:05:10 \n",
      "Ep.:  22730, Loss: 8.352, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  22.00 Time: 18:05:43 \n",
      "Ep.:  22740, Loss: 10.230, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  24.00 Time: 18:06:16 \n",
      "Ep.:  22750, Loss: 8.998, Avg.Score: 182.00, Avg.LenOfSnake: 12.07, Max.LenOfSnake:  19.00 Time: 18:06:46 \n",
      "Ep.:  22760, Loss: 9.294, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  27.00 Time: 18:07:17 \n",
      "Ep.:  22770, Loss: 10.054, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  24.00 Time: 18:07:50 \n",
      "Ep.:  22780, Loss: 8.654, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  28.00 Time: 18:08:22 \n",
      "Ep.:  22790, Loss: 9.860, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  23.00 Time: 18:08:52 \n",
      "Ep.:  22800, Loss: 9.267, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  26.00 Time: 18:09:23 \n",
      "Ep.:  22810, Loss: 9.437, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  28.00 Time: 18:09:54 \n",
      "Ep.:  22820, Loss: 10.253, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  26.00 Time: 18:10:25 \n",
      "Ep.:  22830, Loss: 9.517, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  30.00 Time: 18:10:57 \n",
      "Ep.:  22840, Loss: 9.226, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  29.00 Time: 18:11:26 \n",
      "Ep.:  22850, Loss: 8.966, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  23.00 Time: 18:11:57 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  22860, Loss: 10.485, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  27.00 Time: 18:12:28 \n",
      "Ep.:  22870, Loss: 8.238, Avg.Score: 181.00, Avg.LenOfSnake: 12.03, Max.LenOfSnake:  23.00 Time: 18:12:58 \n",
      "Ep.:  22880, Loss: 10.184, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  29.00 Time: 18:13:31 \n",
      "Ep.:  22890, Loss: 7.976, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  28.00 Time: 18:14:02 \n",
      "Ep.:  22900, Loss: 8.199, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  25.00 Time: 18:14:34 \n",
      "Ep.:  22910, Loss: 8.936, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  28.00 Time: 18:15:05 \n",
      "Ep.:  22920, Loss: 10.005, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  27.00 Time: 18:15:41 \n",
      "Ep.:  22930, Loss: 9.057, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  27.00 Time: 18:16:12 \n",
      "Ep.:  22940, Loss: 10.515, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  28.00 Time: 18:16:42 \n",
      "Ep.:  22950, Loss: 9.556, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  25.00 Time: 18:17:14 \n",
      "Ep.:  22960, Loss: 10.446, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  24.00 Time: 18:17:47 \n",
      "Ep.:  22970, Loss: 8.898, Avg.Score: 175.00, Avg.LenOfSnake: 11.83, Max.LenOfSnake:  29.00 Time: 18:18:20 \n",
      "Ep.:  22980, Loss: 8.810, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  31.00 Time: 18:18:52 \n",
      "Ep.:  22990, Loss: 9.184, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  25.00 Time: 18:19:26 \n",
      "Ep.:  23000, Loss: 8.414, Avg.Score: 154.00, Avg.LenOfSnake: 11.13, Max.LenOfSnake:  21.00 Time: 18:19:58 \n",
      "Ep.:  23010, Loss: 8.803, Avg.Score: 180.00, Avg.LenOfSnake: 12.00, Max.LenOfSnake:  26.00 Time: 18:20:27 \n",
      "Ep.:  23020, Loss: 9.707, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  25.00 Time: 18:20:59 \n",
      "Ep.:  23030, Loss: 8.190, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  25.00 Time: 18:21:32 \n",
      "Ep.:  23040, Loss: 8.994, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  21.00 Time: 18:22:02 \n",
      "Ep.:  23050, Loss: 9.062, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  27.00 Time: 18:22:32 \n",
      "Ep.:  23060, Loss: 9.469, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  35.00 Time: 18:23:04 \n",
      "Ep.:  23070, Loss: 11.072, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  30.00 Time: 18:23:39 \n",
      "Ep.:  23080, Loss: 9.754, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  26.00 Time: 18:24:12 \n",
      "Ep.:  23090, Loss: 9.823, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  30.00 Time: 18:24:45 \n",
      "Ep.:  23100, Loss: 9.190, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  27.00 Time: 18:25:18 \n",
      "Ep.:  23110, Loss: 9.480, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  31.00 Time: 18:25:51 \n",
      "Ep.:  23120, Loss: 10.422, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  21.00 Time: 18:26:22 \n",
      "Ep.:  23130, Loss: 9.262, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  30.00 Time: 18:26:53 \n",
      "Ep.:  23140, Loss: 8.022, Avg.Score: 118.00, Avg.LenOfSnake: 9.93, Max.LenOfSnake:  22.00 Time: 18:27:21 \n",
      "Ep.:  23150, Loss: 10.021, Avg.Score: 288.00, Avg.LenOfSnake: 15.60, Max.LenOfSnake:  31.00 Time: 18:27:53 \n",
      "Ep.:  23160, Loss: 8.511, Avg.Score: 177.00, Avg.LenOfSnake: 11.90, Max.LenOfSnake:  20.00 Time: 18:28:24 \n",
      "Ep.:  23170, Loss: 9.337, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  27.00 Time: 18:28:57 \n",
      "Ep.:  23180, Loss: 8.979, Avg.Score: 177.00, Avg.LenOfSnake: 11.90, Max.LenOfSnake:  23.00 Time: 18:29:28 \n",
      "Ep.:  23190, Loss: 9.296, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  27.00 Time: 18:30:00 \n",
      "Ep.:  23200, Loss: 7.946, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  34.00 Time: 18:30:34 \n",
      "Ep.:  23210, Loss: 9.135, Avg.Score: 138.00, Avg.LenOfSnake: 10.60, Max.LenOfSnake:  22.00 Time: 18:31:04 \n",
      "Ep.:  23220, Loss: 9.155, Avg.Score: 153.00, Avg.LenOfSnake: 11.10, Max.LenOfSnake:  19.00 Time: 18:31:35 \n",
      "Ep.:  23230, Loss: 9.003, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  26.00 Time: 18:32:05 \n",
      "Ep.:  23240, Loss: 9.175, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  29.00 Time: 18:32:37 \n",
      "Ep.:  23250, Loss: 8.998, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  24.00 Time: 18:33:07 \n",
      "Ep.:  23260, Loss: 9.191, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  25.00 Time: 18:33:39 \n",
      "Ep.:  23270, Loss: 9.555, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  33.00 Time: 18:34:11 \n",
      "Ep.:  23280, Loss: 9.027, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  24.00 Time: 18:34:42 \n",
      "Ep.:  23290, Loss: 9.356, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  25.00 Time: 18:35:13 \n",
      "Ep.:  23300, Loss: 8.940, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  27.00 Time: 18:35:45 \n",
      "Ep.:  23310, Loss: 9.428, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  25.00 Time: 18:36:19 \n",
      "Ep.:  23320, Loss: 9.138, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  22.00 Time: 18:36:50 \n",
      "Ep.:  23330, Loss: 9.142, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  24.00 Time: 18:37:22 \n",
      "Ep.:  23340, Loss: 8.583, Avg.Score: 162.00, Avg.LenOfSnake: 11.40, Max.LenOfSnake:  28.00 Time: 18:37:54 \n",
      "Ep.:  23350, Loss: 8.216, Avg.Score: 99.00, Avg.LenOfSnake: 9.30, Max.LenOfSnake:  21.00 Time: 18:38:21 \n",
      "Ep.:  23360, Loss: 9.003, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  30.00 Time: 18:38:51 \n",
      "Ep.:  23370, Loss: 9.666, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  29.00 Time: 18:39:23 \n",
      "Ep.:  23380, Loss: 8.819, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  30.00 Time: 18:39:55 \n",
      "Ep.:  23390, Loss: 8.197, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  32.00 Time: 18:40:27 \n",
      "Ep.:  23400, Loss: 7.955, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  28.00 Time: 18:40:59 \n",
      "Ep.:  23410, Loss: 9.523, Avg.Score: 150.00, Avg.LenOfSnake: 11.00, Max.LenOfSnake:  25.00 Time: 18:41:30 \n",
      "Ep.:  23420, Loss: 10.194, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  25.00 Time: 18:42:03 \n",
      "Ep.:  23430, Loss: 9.466, Avg.Score: 175.00, Avg.LenOfSnake: 11.83, Max.LenOfSnake:  23.00 Time: 18:42:35 \n",
      "Ep.:  23440, Loss: 8.816, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  29.00 Time: 18:43:07 \n",
      "Ep.:  23450, Loss: 8.944, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  28.00 Time: 18:43:39 \n",
      "Ep.:  23460, Loss: 8.711, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  25.00 Time: 18:44:12 \n",
      "Ep.:  23470, Loss: 8.838, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  32.00 Time: 18:44:45 \n",
      "Ep.:  23480, Loss: 9.092, Avg.Score: 299.00, Avg.LenOfSnake: 15.97, Max.LenOfSnake:  31.00 Time: 18:45:18 \n",
      "Ep.:  23490, Loss: 9.138, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  22.00 Time: 18:45:55 \n",
      "Ep.:  23500, Loss: 8.284, Avg.Score: 172.00, Avg.LenOfSnake: 11.73, Max.LenOfSnake:  22.00 Time: 18:46:27 \n",
      "Ep.:  23510, Loss: 8.567, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  24.00 Time: 18:46:57 \n",
      "Ep.:  23520, Loss: 9.119, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  27.00 Time: 18:47:29 \n",
      "Ep.:  23530, Loss: 10.662, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  28.00 Time: 18:48:01 \n",
      "Ep.:  23540, Loss: 9.050, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  31.00 Time: 18:48:33 \n",
      "Ep.:  23550, Loss: 9.374, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  25.00 Time: 18:49:05 \n",
      "Ep.:  23560, Loss: 10.419, Avg.Score: 300.00, Avg.LenOfSnake: 16.00, Max.LenOfSnake:  29.00 Time: 18:49:38 \n",
      "Ep.:  23570, Loss: 9.075, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  28.00 Time: 18:50:11 \n",
      "Ep.:  23580, Loss: 8.351, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  29.00 Time: 18:50:45 \n",
      "Ep.:  23590, Loss: 8.856, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  25.00 Time: 18:51:17 \n",
      "Ep.:  23600, Loss: 8.757, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  27.00 Time: 18:51:49 \n",
      "Ep.:  23610, Loss: 9.008, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  25.00 Time: 18:52:23 \n",
      "Ep.:  23620, Loss: 9.323, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  31.00 Time: 18:52:55 \n",
      "Ep.:  23630, Loss: 9.331, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  38.00 Time: 18:53:24 \n",
      "Ep.:  23640, Loss: 8.785, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  26.00 Time: 18:53:56 \n",
      "Ep.:  23650, Loss: 9.986, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  23.00 Time: 18:54:28 \n",
      "Ep.:  23660, Loss: 9.057, Avg.Score: 289.00, Avg.LenOfSnake: 15.63, Max.LenOfSnake:  29.00 Time: 18:55:02 \n",
      "Ep.:  23670, Loss: 9.450, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  32.00 Time: 18:55:34 \n",
      "Ep.:  23680, Loss: 7.990, Avg.Score: 133.00, Avg.LenOfSnake: 10.43, Max.LenOfSnake:  22.00 Time: 18:56:04 \n",
      "Ep.:  23690, Loss: 9.378, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  29.00 Time: 18:56:37 \n",
      "Ep.:  23700, Loss: 9.739, Avg.Score: 182.00, Avg.LenOfSnake: 12.07, Max.LenOfSnake:  22.00 Time: 18:57:09 \n",
      "Ep.:  23710, Loss: 9.661, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  26.00 Time: 18:57:39 \n",
      "Ep.:  23720, Loss: 8.680, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  30.00 Time: 18:58:11 \n",
      "Ep.:  23730, Loss: 9.342, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  28.00 Time: 18:58:43 \n",
      "Ep.:  23740, Loss: 9.780, Avg.Score: 156.00, Avg.LenOfSnake: 11.20, Max.LenOfSnake:  19.00 Time: 18:59:16 \n",
      "Ep.:  23750, Loss: 8.201, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  28.00 Time: 18:59:47 \n",
      "Ep.:  23760, Loss: 10.367, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  28.00 Time: 19:00:22 \n",
      "Ep.:  23770, Loss: 9.410, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  26.00 Time: 19:00:55 \n",
      "Ep.:  23780, Loss: 9.712, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  28.00 Time: 19:01:27 \n",
      "Ep.:  23790, Loss: 9.602, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  37.00 Time: 19:02:00 \n",
      "Ep.:  23800, Loss: 9.926, Avg.Score: 178.00, Avg.LenOfSnake: 11.93, Max.LenOfSnake:  22.00 Time: 19:02:30 \n",
      "Ep.:  23810, Loss: 10.143, Avg.Score: 294.00, Avg.LenOfSnake: 15.80, Max.LenOfSnake:  27.00 Time: 19:03:02 \n",
      "Ep.:  23820, Loss: 8.953, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  24.00 Time: 19:03:34 \n",
      "Ep.:  23830, Loss: 9.009, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  26.00 Time: 19:04:05 \n",
      "Ep.:  23840, Loss: 10.008, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  30.00 Time: 19:04:37 \n",
      "Ep.:  23850, Loss: 9.084, Avg.Score: 288.00, Avg.LenOfSnake: 15.60, Max.LenOfSnake:  29.00 Time: 19:05:11 \n",
      "Ep.:  23860, Loss: 9.502, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  28.00 Time: 19:05:44 \n",
      "Ep.:  23870, Loss: 9.799, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  24.00 Time: 19:06:10 \n",
      "Ep.:  23880, Loss: 9.151, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  29.00 Time: 19:06:40 \n",
      "Ep.:  23890, Loss: 8.930, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  26.00 Time: 19:07:13 \n",
      "Ep.:  23900, Loss: 9.735, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  27.00 Time: 19:07:46 \n",
      "Ep.:  23910, Loss: 8.589, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  26.00 Time: 19:08:18 \n",
      "Ep.:  23920, Loss: 9.362, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  31.00 Time: 19:08:50 \n",
      "Ep.:  23930, Loss: 7.835, Avg.Score: 178.00, Avg.LenOfSnake: 11.93, Max.LenOfSnake:  22.00 Time: 19:09:24 \n",
      "Ep.:  23940, Loss: 8.674, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  25.00 Time: 19:09:55 \n",
      "Ep.:  23950, Loss: 9.174, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  28.00 Time: 19:10:29 \n",
      "Ep.:  23960, Loss: 8.733, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  30.00 Time: 19:11:03 \n",
      "Ep.:  23970, Loss: 8.768, Avg.Score: 120.00, Avg.LenOfSnake: 10.00, Max.LenOfSnake:  21.00 Time: 19:11:35 \n",
      "Ep.:  23980, Loss: 8.977, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  26.00 Time: 19:12:08 \n",
      "Ep.:  23990, Loss: 8.992, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  24.00 Time: 19:12:41 \n",
      "Ep.:  24000, Loss: 8.963, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  25.00 Time: 19:13:14 \n",
      "Ep.:  24010, Loss: 9.137, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  25.00 Time: 19:13:47 \n",
      "Ep.:  24020, Loss: 9.374, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  23.00 Time: 19:14:18 \n",
      "Ep.:  24030, Loss: 8.754, Avg.Score: 286.00, Avg.LenOfSnake: 15.53, Max.LenOfSnake:  35.00 Time: 19:14:50 \n",
      "Ep.:  24040, Loss: 8.515, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  30.00 Time: 19:15:25 \n",
      "Ep.:  24050, Loss: 9.427, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  25.00 Time: 19:15:57 \n",
      "Ep.:  24060, Loss: 9.372, Avg.Score: 176.00, Avg.LenOfSnake: 11.87, Max.LenOfSnake:  23.00 Time: 19:16:29 \n",
      "Ep.:  24070, Loss: 9.481, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  26.00 Time: 19:17:02 \n",
      "Ep.:  24080, Loss: 9.323, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  28.00 Time: 19:17:33 \n",
      "Ep.:  24090, Loss: 9.511, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  24.00 Time: 19:18:02 \n",
      "Ep.:  24100, Loss: 9.365, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  26.00 Time: 19:18:36 \n",
      "Ep.:  24110, Loss: 9.187, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  27.00 Time: 19:19:06 \n",
      "Ep.:  24120, Loss: 8.645, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  28.00 Time: 19:19:39 \n",
      "Ep.:  24130, Loss: 8.910, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  23.00 Time: 19:20:10 \n",
      "Ep.:  24140, Loss: 10.022, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  31.00 Time: 19:20:42 \n",
      "Ep.:  24150, Loss: 8.911, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  25.00 Time: 19:21:14 \n",
      "Ep.:  24160, Loss: 8.864, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  31.00 Time: 19:21:47 \n",
      "Ep.:  24170, Loss: 8.731, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  31.00 Time: 19:22:21 \n",
      "Ep.:  24180, Loss: 8.919, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  26.00 Time: 19:22:55 \n",
      "Ep.:  24190, Loss: 8.915, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  23.00 Time: 19:23:27 \n",
      "Ep.:  24200, Loss: 8.624, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  30.00 Time: 19:24:02 \n",
      "Ep.:  24210, Loss: 9.339, Avg.Score: 168.00, Avg.LenOfSnake: 11.60, Max.LenOfSnake:  24.00 Time: 19:24:36 \n",
      "Ep.:  24220, Loss: 8.861, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  21.00 Time: 19:25:11 \n",
      "Ep.:  24230, Loss: 8.845, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  24.00 Time: 19:25:48 \n",
      "Ep.:  24240, Loss: 9.895, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  23.00 Time: 19:26:32 \n",
      "Ep.:  24250, Loss: 8.635, Avg.Score: 176.00, Avg.LenOfSnake: 11.87, Max.LenOfSnake:  32.00 Time: 19:27:04 \n",
      "Ep.:  24260, Loss: 8.901, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  30.00 Time: 19:27:36 \n",
      "Ep.:  24270, Loss: 8.529, Avg.Score: 303.00, Avg.LenOfSnake: 16.10, Max.LenOfSnake:  31.00 Time: 19:28:12 \n",
      "Ep.:  24280, Loss: 8.501, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  28.00 Time: 19:28:47 \n",
      "Ep.:  24290, Loss: 8.707, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  29.00 Time: 19:29:21 \n",
      "Ep.:  24300, Loss: 10.198, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  28.00 Time: 19:29:53 \n",
      "Ep.:  24310, Loss: 9.064, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  29.00 Time: 19:30:26 \n",
      "Ep.:  24320, Loss: 8.354, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  23.00 Time: 19:30:59 \n",
      "Ep.:  24330, Loss: 9.315, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  24.00 Time: 19:31:30 \n",
      "Ep.:  24340, Loss: 9.220, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  29.00 Time: 19:32:01 \n",
      "Ep.:  24350, Loss: 9.473, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  29.00 Time: 19:32:33 \n",
      "Ep.:  24360, Loss: 9.322, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  26.00 Time: 19:33:07 \n",
      "Ep.:  24370, Loss: 9.059, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  29.00 Time: 19:33:38 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  24380, Loss: 7.373, Avg.Score: 150.00, Avg.LenOfSnake: 11.00, Max.LenOfSnake:  21.00 Time: 19:34:10 \n",
      "Ep.:  24390, Loss: 8.780, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  27.00 Time: 19:34:42 \n",
      "Ep.:  24400, Loss: 8.838, Avg.Score: 164.00, Avg.LenOfSnake: 11.47, Max.LenOfSnake:  20.00 Time: 19:35:14 \n",
      "Ep.:  24410, Loss: 8.076, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  28.00 Time: 19:35:47 \n",
      "Ep.:  24420, Loss: 8.243, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  24.00 Time: 19:36:19 \n",
      "Ep.:  24430, Loss: 9.592, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  24.00 Time: 19:36:52 \n",
      "Ep.:  24440, Loss: 9.049, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  23.00 Time: 19:37:24 \n",
      "Ep.:  24450, Loss: 9.384, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  23.00 Time: 19:37:53 \n",
      "Ep.:  24460, Loss: 9.429, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  24.00 Time: 19:38:25 \n",
      "Ep.:  24470, Loss: 9.257, Avg.Score: 190.00, Avg.LenOfSnake: 12.33, Max.LenOfSnake:  24.00 Time: 19:38:56 \n",
      "Ep.:  24480, Loss: 9.178, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  24.00 Time: 19:39:37 \n",
      "Ep.:  24490, Loss: 9.362, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  27.00 Time: 19:40:32 \n",
      "Ep.:  24500, Loss: 9.001, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  35.00 Time: 19:41:10 \n",
      "Ep.:  24510, Loss: 8.861, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  26.00 Time: 19:41:55 \n",
      "Ep.:  24520, Loss: 10.046, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  27.00 Time: 19:42:37 \n",
      "Ep.:  24530, Loss: 10.330, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  26.00 Time: 19:43:11 \n",
      "Ep.:  24540, Loss: 8.113, Avg.Score: 168.00, Avg.LenOfSnake: 11.60, Max.LenOfSnake:  22.00 Time: 19:43:45 \n",
      "Ep.:  24550, Loss: 9.279, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  29.00 Time: 19:44:26 \n",
      "Ep.:  24560, Loss: 8.993, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  29.00 Time: 19:45:07 \n",
      "Ep.:  24570, Loss: 9.784, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  24.00 Time: 19:45:49 \n",
      "Ep.:  24580, Loss: 9.640, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  29.00 Time: 19:46:21 \n",
      "Ep.:  24590, Loss: 7.779, Avg.Score: 286.00, Avg.LenOfSnake: 15.53, Max.LenOfSnake:  36.00 Time: 19:46:53 \n",
      "Ep.:  24600, Loss: 8.485, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  34.00 Time: 19:47:26 \n",
      "Ep.:  24610, Loss: 8.410, Avg.Score: 172.00, Avg.LenOfSnake: 11.73, Max.LenOfSnake:  22.00 Time: 19:47:57 \n",
      "Ep.:  24620, Loss: 9.543, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  30.00 Time: 19:48:32 \n",
      "Ep.:  24630, Loss: 8.056, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  23.00 Time: 19:49:05 \n",
      "Ep.:  24640, Loss: 8.817, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  24.00 Time: 19:49:40 \n",
      "Ep.:  24650, Loss: 9.807, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  24.00 Time: 19:50:11 \n",
      "Ep.:  24660, Loss: 9.009, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  27.00 Time: 19:50:44 \n",
      "Ep.:  24670, Loss: 8.698, Avg.Score: 288.00, Avg.LenOfSnake: 15.60, Max.LenOfSnake:  31.00 Time: 19:51:16 \n",
      "Ep.:  24680, Loss: 8.383, Avg.Score: 182.00, Avg.LenOfSnake: 12.07, Max.LenOfSnake:  24.00 Time: 19:51:46 \n",
      "Ep.:  24690, Loss: 8.950, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  26.00 Time: 19:52:21 \n",
      "Ep.:  24700, Loss: 9.466, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  26.00 Time: 19:52:54 \n",
      "Ep.:  24710, Loss: 8.823, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  31.00 Time: 19:53:25 \n",
      "Ep.:  24720, Loss: 8.875, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  32.00 Time: 19:53:57 \n",
      "Ep.:  24730, Loss: 10.886, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  21.00 Time: 19:54:29 \n",
      "Ep.:  24740, Loss: 8.429, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  28.00 Time: 19:54:59 \n",
      "Ep.:  24750, Loss: 7.902, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  28.00 Time: 19:55:30 \n",
      "Ep.:  24760, Loss: 9.657, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  28.00 Time: 19:56:04 \n",
      "Ep.:  24770, Loss: 11.836, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  30.00 Time: 19:56:37 \n",
      "Ep.:  24780, Loss: 8.155, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  27.00 Time: 19:57:10 \n",
      "Ep.:  24790, Loss: 9.470, Avg.Score: 164.00, Avg.LenOfSnake: 11.47, Max.LenOfSnake:  24.00 Time: 19:57:40 \n",
      "Ep.:  24800, Loss: 10.306, Avg.Score: 288.00, Avg.LenOfSnake: 15.60, Max.LenOfSnake:  31.00 Time: 19:58:14 \n",
      "Ep.:  24810, Loss: 7.652, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  24.00 Time: 19:58:46 \n",
      "Ep.:  24820, Loss: 8.694, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  35.00 Time: 19:59:19 \n",
      "Ep.:  24830, Loss: 10.093, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  30.00 Time: 19:59:52 \n",
      "Ep.:  24840, Loss: 9.086, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  28.00 Time: 20:00:23 \n",
      "Ep.:  24850, Loss: 9.293, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  29.00 Time: 20:01:02 \n",
      "Ep.:  24860, Loss: 8.074, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  25.00 Time: 20:01:34 \n",
      "Ep.:  24870, Loss: 9.228, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  27.00 Time: 20:02:06 \n",
      "Ep.:  24880, Loss: 10.150, Avg.Score: 292.00, Avg.LenOfSnake: 15.73, Max.LenOfSnake:  33.00 Time: 20:02:39 \n",
      "Ep.:  24890, Loss: 9.414, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  32.00 Time: 20:03:11 \n",
      "Ep.:  24900, Loss: 8.951, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  25.00 Time: 20:03:41 \n",
      "Ep.:  24910, Loss: 9.548, Avg.Score: 316.00, Avg.LenOfSnake: 16.53, Max.LenOfSnake:  34.00 Time: 20:04:10 \n",
      "Ep.:  24920, Loss: 9.051, Avg.Score: 162.00, Avg.LenOfSnake: 11.40, Max.LenOfSnake:  24.00 Time: 20:04:40 \n",
      "Ep.:  24930, Loss: 8.996, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  25.00 Time: 20:05:12 \n",
      "Ep.:  24940, Loss: 9.720, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  33.00 Time: 20:05:45 \n",
      "Ep.:  24950, Loss: 8.600, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  26.00 Time: 20:06:16 \n",
      "Ep.:  24960, Loss: 9.086, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  23.00 Time: 20:06:47 \n",
      "Ep.:  24970, Loss: 9.080, Avg.Score: 189.00, Avg.LenOfSnake: 12.30, Max.LenOfSnake:  27.00 Time: 20:07:20 \n",
      "Ep.:  24980, Loss: 8.848, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  31.00 Time: 20:07:52 \n",
      "Ep.:  24990, Loss: 8.731, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  29.00 Time: 20:08:22 \n",
      "Ep.:  25000, Loss: 9.994, Avg.Score: 292.00, Avg.LenOfSnake: 15.73, Max.LenOfSnake:  29.00 Time: 20:08:55 \n",
      "Ep.:  25010, Loss: 8.994, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  24.00 Time: 20:09:28 \n",
      "Ep.:  25020, Loss: 9.138, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  24.00 Time: 20:09:59 \n",
      "Ep.:  25030, Loss: 8.426, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  25.00 Time: 20:10:33 \n",
      "Ep.:  25040, Loss: 8.949, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  31.00 Time: 20:11:07 \n",
      "Ep.:  25050, Loss: 9.060, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  35.00 Time: 20:11:38 \n",
      "Ep.:  25060, Loss: 8.069, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  24.00 Time: 20:12:09 \n",
      "Ep.:  25070, Loss: 9.869, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  23.00 Time: 20:12:40 \n",
      "Ep.:  25080, Loss: 8.083, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  28.00 Time: 20:13:13 \n",
      "Ep.:  25090, Loss: 9.567, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  25.00 Time: 20:13:44 \n",
      "Ep.:  25100, Loss: 9.426, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  23.00 Time: 20:14:17 \n",
      "Ep.:  25110, Loss: 8.651, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  25.00 Time: 20:14:49 \n",
      "Ep.:  25120, Loss: 8.169, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  35.00 Time: 20:15:22 \n",
      "Ep.:  25130, Loss: 10.081, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  30.00 Time: 20:15:54 \n",
      "Ep.:  25140, Loss: 8.045, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  23.00 Time: 20:16:26 \n",
      "Ep.:  25150, Loss: 9.791, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  25.00 Time: 20:16:58 \n",
      "Ep.:  25160, Loss: 8.473, Avg.Score: 313.00, Avg.LenOfSnake: 16.43, Max.LenOfSnake:  28.00 Time: 20:17:31 \n",
      "Ep.:  25170, Loss: 7.817, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  25.00 Time: 20:18:02 \n",
      "Ep.:  25180, Loss: 9.061, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  26.00 Time: 20:18:33 \n",
      "Ep.:  25190, Loss: 9.434, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  26.00 Time: 20:19:08 \n",
      "Ep.:  25200, Loss: 9.679, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  33.00 Time: 20:19:40 \n",
      "Ep.:  25210, Loss: 9.121, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  24.00 Time: 20:20:13 \n",
      "Ep.:  25220, Loss: 8.986, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  29.00 Time: 20:20:44 \n",
      "Ep.:  25230, Loss: 8.372, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  26.00 Time: 20:21:16 \n",
      "Ep.:  25240, Loss: 9.397, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  29.00 Time: 20:21:50 \n",
      "Ep.:  25250, Loss: 8.940, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  25.00 Time: 20:22:23 \n",
      "Ep.:  25260, Loss: 8.420, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  31.00 Time: 20:22:55 \n",
      "Ep.:  25270, Loss: 9.618, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  32.00 Time: 20:23:29 \n",
      "Ep.:  25280, Loss: 8.557, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  28.00 Time: 20:24:01 \n",
      "Ep.:  25290, Loss: 9.843, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  31.00 Time: 20:24:32 \n",
      "Ep.:  25300, Loss: 8.598, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  22.00 Time: 20:25:05 \n",
      "Ep.:  25310, Loss: 8.029, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  23.00 Time: 20:25:39 \n",
      "Ep.:  25320, Loss: 9.181, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  39.00 Time: 20:26:13 \n",
      "Ep.:  25330, Loss: 9.482, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  24.00 Time: 20:26:45 \n",
      "Ep.:  25340, Loss: 8.582, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  24.00 Time: 20:27:17 \n",
      "Ep.:  25350, Loss: 8.450, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  29.00 Time: 20:27:49 \n",
      "Ep.:  25360, Loss: 9.171, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  26.00 Time: 20:28:19 \n",
      "Ep.:  25370, Loss: 8.842, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  28.00 Time: 20:28:51 \n",
      "Ep.:  25380, Loss: 9.456, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  28.00 Time: 20:29:23 \n",
      "Ep.:  25390, Loss: 9.064, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  33.00 Time: 20:29:57 \n",
      "Ep.:  25400, Loss: 8.940, Avg.Score: 299.00, Avg.LenOfSnake: 15.97, Max.LenOfSnake:  28.00 Time: 20:30:31 \n",
      "Ep.:  25410, Loss: 8.989, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  27.00 Time: 20:31:02 \n",
      "Ep.:  25420, Loss: 9.450, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  22.00 Time: 20:31:34 \n",
      "Ep.:  25430, Loss: 8.021, Avg.Score: 168.00, Avg.LenOfSnake: 11.60, Max.LenOfSnake:  20.00 Time: 20:32:05 \n",
      "Ep.:  25440, Loss: 8.030, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  29.00 Time: 20:32:37 \n",
      "Ep.:  25450, Loss: 9.017, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  29.00 Time: 20:33:09 \n",
      "Ep.:  25460, Loss: 8.624, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  36.00 Time: 20:33:41 \n",
      "Ep.:  25470, Loss: 9.486, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  27.00 Time: 20:34:14 \n",
      "Ep.:  25480, Loss: 8.728, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  36.00 Time: 20:34:47 \n",
      "Ep.:  25490, Loss: 10.554, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  26.00 Time: 20:35:19 \n",
      "Ep.:  25500, Loss: 7.852, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  25.00 Time: 20:35:54 \n",
      "Ep.:  25510, Loss: 9.635, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  28.00 Time: 20:36:23 \n",
      "Ep.:  25520, Loss: 9.345, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  27.00 Time: 20:36:57 \n",
      "Ep.:  25530, Loss: 8.869, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  28.00 Time: 20:37:29 \n",
      "Ep.:  25540, Loss: 9.242, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  23.00 Time: 20:38:00 \n",
      "Ep.:  25550, Loss: 9.362, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  24.00 Time: 20:38:33 \n",
      "Ep.:  25560, Loss: 8.276, Avg.Score: 190.00, Avg.LenOfSnake: 12.33, Max.LenOfSnake:  26.00 Time: 20:39:05 \n",
      "Ep.:  25570, Loss: 8.798, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  28.00 Time: 20:39:37 \n",
      "Ep.:  25580, Loss: 9.141, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  31.00 Time: 20:40:10 \n",
      "Ep.:  25590, Loss: 9.282, Avg.Score: 303.00, Avg.LenOfSnake: 16.10, Max.LenOfSnake:  27.00 Time: 20:40:42 \n",
      "Ep.:  25600, Loss: 9.234, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  29.00 Time: 20:41:12 \n",
      "Ep.:  25610, Loss: 9.436, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  33.00 Time: 20:41:45 \n",
      "Ep.:  25620, Loss: 8.514, Avg.Score: 180.00, Avg.LenOfSnake: 12.00, Max.LenOfSnake:  28.00 Time: 20:42:19 \n",
      "Ep.:  25630, Loss: 8.700, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  30.00 Time: 20:42:52 \n",
      "Ep.:  25640, Loss: 9.938, Avg.Score: 294.00, Avg.LenOfSnake: 15.80, Max.LenOfSnake:  34.00 Time: 20:43:26 \n",
      "Ep.:  25650, Loss: 9.935, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  28.00 Time: 20:43:58 \n",
      "Ep.:  25660, Loss: 9.008, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  25.00 Time: 20:44:30 \n",
      "Ep.:  25670, Loss: 9.670, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  24.00 Time: 20:45:00 \n",
      "Ep.:  25680, Loss: 8.489, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  28.00 Time: 20:45:32 \n",
      "Ep.:  25690, Loss: 9.949, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  26.00 Time: 20:46:03 \n",
      "Ep.:  25700, Loss: 8.390, Avg.Score: 299.00, Avg.LenOfSnake: 15.97, Max.LenOfSnake:  35.00 Time: 20:46:35 \n",
      "Ep.:  25710, Loss: 9.887, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  29.00 Time: 20:47:08 \n",
      "Ep.:  25720, Loss: 9.784, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  29.00 Time: 20:47:39 \n",
      "Ep.:  25730, Loss: 8.620, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  28.00 Time: 20:48:11 \n",
      "Ep.:  25740, Loss: 7.976, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  28.00 Time: 20:48:42 \n",
      "Ep.:  25750, Loss: 9.846, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  28.00 Time: 20:49:13 \n",
      "Ep.:  25760, Loss: 9.616, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  28.00 Time: 20:49:42 \n",
      "Ep.:  25770, Loss: 9.188, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  28.00 Time: 20:50:13 \n",
      "Ep.:  25780, Loss: 9.541, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  25.00 Time: 20:50:46 \n",
      "Ep.:  25790, Loss: 9.209, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  31.00 Time: 20:51:21 \n",
      "Ep.:  25800, Loss: 8.080, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  26.00 Time: 20:51:53 \n",
      "Ep.:  25810, Loss: 8.959, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  32.00 Time: 20:52:25 \n",
      "Ep.:  25820, Loss: 9.952, Avg.Score: 176.00, Avg.LenOfSnake: 11.87, Max.LenOfSnake:  22.00 Time: 20:52:56 \n",
      "Ep.:  25830, Loss: 8.479, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  32.00 Time: 20:53:26 \n",
      "Ep.:  25840, Loss: 9.142, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  32.00 Time: 20:53:56 \n",
      "Ep.:  25850, Loss: 8.849, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  29.00 Time: 20:54:29 \n",
      "Ep.:  25860, Loss: 9.562, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  27.00 Time: 20:55:01 \n",
      "Ep.:  25870, Loss: 9.544, Avg.Score: 154.00, Avg.LenOfSnake: 11.13, Max.LenOfSnake:  25.00 Time: 20:55:30 \n",
      "Ep.:  25880, Loss: 9.663, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  24.00 Time: 20:56:00 \n",
      "Ep.:  25890, Loss: 9.228, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  31.00 Time: 20:56:33 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  25900, Loss: 9.166, Avg.Score: 288.00, Avg.LenOfSnake: 15.60, Max.LenOfSnake:  32.00 Time: 20:57:04 \n",
      "Ep.:  25910, Loss: 9.344, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  31.00 Time: 20:57:37 \n",
      "Ep.:  25920, Loss: 9.257, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  26.00 Time: 20:58:09 \n",
      "Ep.:  25930, Loss: 8.312, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  34.00 Time: 20:58:41 \n",
      "Ep.:  25940, Loss: 9.106, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  31.00 Time: 20:59:12 \n",
      "Ep.:  25950, Loss: 8.860, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  25.00 Time: 20:59:43 \n",
      "Ep.:  25960, Loss: 8.498, Avg.Score: 182.00, Avg.LenOfSnake: 12.07, Max.LenOfSnake:  28.00 Time: 21:00:13 \n",
      "Ep.:  25970, Loss: 9.527, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  28.00 Time: 21:00:43 \n",
      "Ep.:  25980, Loss: 8.136, Avg.Score: 292.00, Avg.LenOfSnake: 15.73, Max.LenOfSnake:  27.00 Time: 21:01:16 \n",
      "Ep.:  25990, Loss: 9.038, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  28.00 Time: 21:01:48 \n",
      "Ep.:  26000, Loss: 9.043, Avg.Score: 190.00, Avg.LenOfSnake: 12.33, Max.LenOfSnake:  25.00 Time: 21:02:18 \n",
      "Ep.:  26010, Loss: 8.167, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  30.00 Time: 21:02:49 \n",
      "Ep.:  26020, Loss: 9.394, Avg.Score: 323.00, Avg.LenOfSnake: 16.77, Max.LenOfSnake:  27.00 Time: 21:03:22 \n",
      "Ep.:  26030, Loss: 9.526, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  26.00 Time: 21:03:53 \n",
      "Ep.:  26040, Loss: 9.008, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  32.00 Time: 21:04:25 \n",
      "Ep.:  26050, Loss: 8.990, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  25.00 Time: 21:04:57 \n",
      "Ep.:  26060, Loss: 9.927, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  25.00 Time: 21:05:30 \n",
      "Ep.:  26070, Loss: 8.766, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  27.00 Time: 21:06:05 \n",
      "Ep.:  26080, Loss: 8.570, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  27.00 Time: 21:06:39 \n",
      "Ep.:  26090, Loss: 9.199, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  31.00 Time: 21:07:12 \n",
      "Ep.:  26100, Loss: 9.104, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  32.00 Time: 21:07:43 \n",
      "Ep.:  26110, Loss: 10.098, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  27.00 Time: 21:08:15 \n",
      "Ep.:  26120, Loss: 9.500, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  38.00 Time: 21:08:47 \n",
      "Ep.:  26130, Loss: 9.302, Avg.Score: 305.00, Avg.LenOfSnake: 16.17, Max.LenOfSnake:  30.00 Time: 21:09:21 \n",
      "Ep.:  26140, Loss: 8.054, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  33.00 Time: 21:09:54 \n",
      "Ep.:  26150, Loss: 10.076, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  22.00 Time: 21:10:22 \n",
      "Ep.:  26160, Loss: 10.051, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  31.00 Time: 21:10:54 \n",
      "Ep.:  26170, Loss: 10.176, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  27.00 Time: 21:11:27 \n",
      "Ep.:  26180, Loss: 8.369, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  24.00 Time: 21:11:57 \n",
      "Ep.:  26190, Loss: 9.154, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  25.00 Time: 21:12:29 \n",
      "Ep.:  26200, Loss: 7.971, Avg.Score: 174.00, Avg.LenOfSnake: 11.80, Max.LenOfSnake:  25.00 Time: 21:12:58 \n",
      "Ep.:  26210, Loss: 8.719, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  23.00 Time: 21:13:32 \n",
      "Ep.:  26220, Loss: 8.816, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  27.00 Time: 21:14:04 \n",
      "Ep.:  26230, Loss: 9.150, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  26.00 Time: 21:14:36 \n",
      "Ep.:  26240, Loss: 8.396, Avg.Score: 298.00, Avg.LenOfSnake: 15.93, Max.LenOfSnake:  31.00 Time: 21:15:08 \n",
      "Ep.:  26250, Loss: 8.423, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  26.00 Time: 21:15:41 \n",
      "Ep.:  26260, Loss: 9.094, Avg.Score: 172.00, Avg.LenOfSnake: 11.73, Max.LenOfSnake:  26.00 Time: 21:16:13 \n",
      "Ep.:  26270, Loss: 7.873, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  29.00 Time: 21:16:45 \n",
      "Ep.:  26280, Loss: 9.421, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  32.00 Time: 21:17:20 \n",
      "Ep.:  26290, Loss: 9.076, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  29.00 Time: 21:17:52 \n",
      "Ep.:  26300, Loss: 9.088, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  24.00 Time: 21:18:24 \n",
      "Ep.:  26310, Loss: 10.092, Avg.Score: 99.00, Avg.LenOfSnake: 9.30, Max.LenOfSnake:  19.00 Time: 21:18:54 \n",
      "Ep.:  26320, Loss: 8.653, Avg.Score: 178.00, Avg.LenOfSnake: 11.93, Max.LenOfSnake:  26.00 Time: 21:19:26 \n",
      "Ep.:  26330, Loss: 8.912, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  25.00 Time: 21:20:00 \n",
      "Ep.:  26340, Loss: 8.491, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  31.00 Time: 21:20:33 \n",
      "Ep.:  26350, Loss: 10.000, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  27.00 Time: 21:21:06 \n",
      "Ep.:  26360, Loss: 9.612, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  26.00 Time: 21:21:38 \n",
      "Ep.:  26370, Loss: 9.068, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  31.00 Time: 21:22:11 \n",
      "Ep.:  26380, Loss: 8.106, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  36.00 Time: 21:22:45 \n",
      "Ep.:  26390, Loss: 8.520, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  27.00 Time: 21:23:16 \n",
      "Ep.:  26400, Loss: 8.356, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  33.00 Time: 21:23:50 \n",
      "Ep.:  26410, Loss: 8.313, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  27.00 Time: 21:24:22 \n",
      "Ep.:  26420, Loss: 7.884, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  26.00 Time: 21:24:56 \n",
      "Ep.:  26430, Loss: 8.467, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  23.00 Time: 21:25:30 \n",
      "Ep.:  26440, Loss: 9.546, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  26.00 Time: 21:26:03 \n",
      "Ep.:  26450, Loss: 8.976, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  27.00 Time: 21:26:35 \n",
      "Ep.:  26460, Loss: 11.350, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  26.00 Time: 21:27:08 \n",
      "Ep.:  26470, Loss: 9.125, Avg.Score: 307.00, Avg.LenOfSnake: 16.23, Max.LenOfSnake:  25.00 Time: 21:27:40 \n",
      "Ep.:  26480, Loss: 8.064, Avg.Score: 320.00, Avg.LenOfSnake: 16.67, Max.LenOfSnake:  36.00 Time: 21:28:13 \n",
      "Ep.:  26490, Loss: 8.476, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  26.00 Time: 21:28:46 \n",
      "Ep.:  26500, Loss: 8.843, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  24.00 Time: 21:29:17 \n",
      "Ep.:  26510, Loss: 8.528, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  26.00 Time: 21:29:48 \n",
      "Ep.:  26520, Loss: 8.845, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  31.00 Time: 21:30:20 \n",
      "Ep.:  26530, Loss: 8.076, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  26.00 Time: 21:30:54 \n",
      "Ep.:  26540, Loss: 9.798, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  29.00 Time: 21:31:26 \n",
      "Ep.:  26550, Loss: 8.591, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  28.00 Time: 21:31:59 \n",
      "Ep.:  26560, Loss: 9.383, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  34.00 Time: 21:32:30 \n",
      "Ep.:  26570, Loss: 9.009, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  25.00 Time: 21:33:01 \n",
      "Ep.:  26580, Loss: 8.694, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  21.00 Time: 21:33:34 \n",
      "Ep.:  26590, Loss: 10.890, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  24.00 Time: 21:34:07 \n",
      "Ep.:  26600, Loss: 9.021, Avg.Score: 293.00, Avg.LenOfSnake: 15.77, Max.LenOfSnake:  31.00 Time: 21:34:42 \n",
      "Ep.:  26610, Loss: 8.972, Avg.Score: 322.00, Avg.LenOfSnake: 16.73, Max.LenOfSnake:  31.00 Time: 21:35:15 \n",
      "Ep.:  26620, Loss: 8.346, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  29.00 Time: 21:35:48 \n",
      "Ep.:  26630, Loss: 9.127, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  30.00 Time: 21:36:19 \n",
      "Ep.:  26640, Loss: 8.530, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  20.00 Time: 21:36:50 \n",
      "Ep.:  26650, Loss: 8.515, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  26.00 Time: 21:37:21 \n",
      "Ep.:  26660, Loss: 8.171, Avg.Score: 132.00, Avg.LenOfSnake: 10.40, Max.LenOfSnake:  21.00 Time: 21:37:50 \n",
      "Ep.:  26670, Loss: 9.058, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  29.00 Time: 21:38:22 \n",
      "Ep.:  26680, Loss: 8.355, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  31.00 Time: 21:38:54 \n",
      "Ep.:  26690, Loss: 9.363, Avg.Score: 332.00, Avg.LenOfSnake: 17.07, Max.LenOfSnake:  32.00 Time: 21:39:27 \n",
      "Ep.:  26700, Loss: 8.920, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  23.00 Time: 21:40:00 \n",
      "Ep.:  26710, Loss: 9.027, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  27.00 Time: 21:40:31 \n",
      "Ep.:  26720, Loss: 8.861, Avg.Score: 172.00, Avg.LenOfSnake: 11.73, Max.LenOfSnake:  22.00 Time: 21:41:03 \n",
      "Ep.:  26730, Loss: 8.674, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  24.00 Time: 21:41:36 \n",
      "Ep.:  26740, Loss: 9.238, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  27.00 Time: 21:42:09 \n",
      "Ep.:  26750, Loss: 7.959, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  32.00 Time: 21:42:42 \n",
      "Ep.:  26760, Loss: 9.499, Avg.Score: 305.00, Avg.LenOfSnake: 16.17, Max.LenOfSnake:  27.00 Time: 21:43:15 \n",
      "Ep.:  26770, Loss: 7.966, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  22.00 Time: 21:43:46 \n",
      "Ep.:  26780, Loss: 9.247, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  23.00 Time: 21:44:21 \n",
      "Ep.:  26790, Loss: 8.647, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  25.00 Time: 21:44:53 \n",
      "Ep.:  26800, Loss: 9.035, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  24.00 Time: 21:45:25 \n",
      "Ep.:  26810, Loss: 8.272, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  42.00 Time: 21:45:58 \n",
      "Ep.:  26820, Loss: 8.028, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  24.00 Time: 21:46:30 \n",
      "Ep.:  26830, Loss: 8.598, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  25.00 Time: 21:47:03 \n",
      "Ep.:  26840, Loss: 9.266, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  25.00 Time: 21:47:37 \n",
      "Ep.:  26850, Loss: 8.719, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  26.00 Time: 21:48:10 \n",
      "Ep.:  26860, Loss: 10.373, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  38.00 Time: 21:48:41 \n",
      "Ep.:  26870, Loss: 9.691, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  28.00 Time: 21:49:16 \n",
      "Ep.:  26880, Loss: 8.475, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  27.00 Time: 21:49:51 \n",
      "Ep.:  26890, Loss: 9.925, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  27.00 Time: 21:50:23 \n",
      "Ep.:  26900, Loss: 9.356, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  27.00 Time: 21:50:55 \n",
      "Ep.:  26910, Loss: 8.764, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  29.00 Time: 21:51:29 \n",
      "Ep.:  26920, Loss: 8.029, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  28.00 Time: 21:52:00 \n",
      "Ep.:  26930, Loss: 9.020, Avg.Score: 298.00, Avg.LenOfSnake: 15.93, Max.LenOfSnake:  25.00 Time: 21:52:34 \n",
      "Ep.:  26940, Loss: 8.400, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  29.00 Time: 21:53:06 \n",
      "Ep.:  26950, Loss: 8.522, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  21.00 Time: 21:53:37 \n",
      "Ep.:  26960, Loss: 9.809, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  28.00 Time: 21:54:10 \n",
      "Ep.:  26970, Loss: 8.922, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  29.00 Time: 21:54:42 \n",
      "Ep.:  26980, Loss: 8.913, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  24.00 Time: 21:55:14 \n",
      "Ep.:  26990, Loss: 8.633, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  31.00 Time: 21:55:47 \n",
      "Ep.:  27000, Loss: 8.213, Avg.Score: 93.00, Avg.LenOfSnake: 9.10, Max.LenOfSnake:  18.00 Time: 21:56:18 \n",
      "Ep.:  27010, Loss: 9.344, Avg.Score: 314.00, Avg.LenOfSnake: 16.47, Max.LenOfSnake:  29.00 Time: 21:56:52 \n",
      "Ep.:  27020, Loss: 8.280, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  33.00 Time: 21:57:23 \n",
      "Ep.:  27030, Loss: 9.757, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  25.00 Time: 21:57:54 \n",
      "Ep.:  27040, Loss: 8.663, Avg.Score: 294.00, Avg.LenOfSnake: 15.80, Max.LenOfSnake:  30.00 Time: 21:58:28 \n",
      "Ep.:  27050, Loss: 8.914, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  28.00 Time: 21:59:00 \n",
      "Ep.:  27060, Loss: 8.758, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  31.00 Time: 21:59:33 \n",
      "Ep.:  27070, Loss: 9.971, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  36.00 Time: 22:00:07 \n",
      "Ep.:  27080, Loss: 9.361, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  26.00 Time: 22:00:39 \n",
      "Ep.:  27090, Loss: 9.262, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  24.00 Time: 22:01:11 \n",
      "Ep.:  27100, Loss: 7.821, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  32.00 Time: 22:01:42 \n",
      "Ep.:  27110, Loss: 8.493, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  22.00 Time: 22:02:12 \n",
      "Ep.:  27120, Loss: 8.648, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  31.00 Time: 22:02:43 \n",
      "Ep.:  27130, Loss: 8.019, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  25.00 Time: 22:03:11 \n",
      "Ep.:  27140, Loss: 8.533, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  23.00 Time: 22:03:43 \n",
      "Ep.:  27150, Loss: 9.993, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  21.00 Time: 22:04:14 \n",
      "Ep.:  27160, Loss: 8.989, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  23.00 Time: 22:04:46 \n",
      "Ep.:  27170, Loss: 9.087, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  23.00 Time: 22:05:18 \n",
      "Ep.:  27180, Loss: 7.809, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  26.00 Time: 22:05:51 \n",
      "Ep.:  27190, Loss: 9.609, Avg.Score: 340.00, Avg.LenOfSnake: 17.33, Max.LenOfSnake:  31.00 Time: 22:06:23 \n",
      "Ep.:  27200, Loss: 9.933, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  28.00 Time: 22:06:56 \n",
      "Ep.:  27210, Loss: 9.168, Avg.Score: 167.00, Avg.LenOfSnake: 11.57, Max.LenOfSnake:  29.00 Time: 22:07:27 \n",
      "Ep.:  27220, Loss: 8.407, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  28.00 Time: 22:07:58 \n",
      "Ep.:  27230, Loss: 8.866, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  34.00 Time: 22:08:32 \n",
      "Ep.:  27240, Loss: 8.312, Avg.Score: 282.00, Avg.LenOfSnake: 15.40, Max.LenOfSnake:  27.00 Time: 22:09:05 \n",
      "Ep.:  27250, Loss: 8.904, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  23.00 Time: 22:09:39 \n",
      "Ep.:  27260, Loss: 9.577, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  27.00 Time: 22:10:10 \n",
      "Ep.:  27270, Loss: 8.497, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  27.00 Time: 22:10:42 \n",
      "Ep.:  27280, Loss: 8.558, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  31.00 Time: 22:11:13 \n",
      "Ep.:  27290, Loss: 9.137, Avg.Score: 181.00, Avg.LenOfSnake: 12.03, Max.LenOfSnake:  23.00 Time: 22:11:44 \n",
      "Ep.:  27300, Loss: 9.768, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  34.00 Time: 22:12:16 \n",
      "Ep.:  27310, Loss: 8.773, Avg.Score: 152.00, Avg.LenOfSnake: 11.07, Max.LenOfSnake:  23.00 Time: 22:12:48 \n",
      "Ep.:  27320, Loss: 7.867, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  24.00 Time: 22:13:18 \n",
      "Ep.:  27330, Loss: 7.244, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  23.00 Time: 22:13:51 \n",
      "Ep.:  27340, Loss: 9.253, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  24.00 Time: 22:14:23 \n",
      "Ep.:  27350, Loss: 8.344, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  35.00 Time: 22:14:53 \n",
      "Ep.:  27360, Loss: 10.563, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  26.00 Time: 22:15:25 \n",
      "Ep.:  27370, Loss: 8.021, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  28.00 Time: 22:16:00 \n",
      "Ep.:  27380, Loss: 9.438, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  36.00 Time: 22:16:33 \n",
      "Ep.:  27390, Loss: 8.676, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  30.00 Time: 22:17:06 \n",
      "Ep.:  27400, Loss: 8.438, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  26.00 Time: 22:17:42 \n",
      "Ep.:  27410, Loss: 9.429, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  22.00 Time: 22:18:16 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  27420, Loss: 10.026, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  27.00 Time: 22:18:47 \n",
      "Ep.:  27430, Loss: 10.276, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  27.00 Time: 22:19:18 \n",
      "Ep.:  27440, Loss: 7.827, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  30.00 Time: 22:19:50 \n",
      "Ep.:  27450, Loss: 9.220, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  23.00 Time: 22:20:20 \n",
      "Ep.:  27460, Loss: 8.630, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  26.00 Time: 22:20:51 \n",
      "Ep.:  27470, Loss: 8.361, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  24.00 Time: 22:21:24 \n",
      "Ep.:  27480, Loss: 8.876, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  27.00 Time: 22:21:56 \n",
      "Ep.:  27490, Loss: 7.789, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  27.00 Time: 22:22:29 \n",
      "Ep.:  27500, Loss: 8.605, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  29.00 Time: 22:23:01 \n",
      "Ep.:  27510, Loss: 8.711, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  29.00 Time: 22:23:32 \n",
      "Ep.:  27520, Loss: 8.617, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  30.00 Time: 22:24:04 \n",
      "Ep.:  27530, Loss: 10.175, Avg.Score: 296.00, Avg.LenOfSnake: 15.87, Max.LenOfSnake:  26.00 Time: 22:24:36 \n",
      "Ep.:  27540, Loss: 9.250, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  27.00 Time: 22:25:08 \n",
      "Ep.:  27550, Loss: 9.153, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  36.00 Time: 22:25:40 \n",
      "Ep.:  27560, Loss: 8.984, Avg.Score: 286.00, Avg.LenOfSnake: 15.53, Max.LenOfSnake:  36.00 Time: 22:26:12 \n",
      "Ep.:  27570, Loss: 7.902, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  28.00 Time: 22:26:42 \n",
      "Ep.:  27580, Loss: 8.573, Avg.Score: 165.00, Avg.LenOfSnake: 11.50, Max.LenOfSnake:  24.00 Time: 22:27:14 \n",
      "Ep.:  27590, Loss: 7.810, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  25.00 Time: 22:27:45 \n",
      "Ep.:  27600, Loss: 8.891, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  28.00 Time: 22:28:15 \n",
      "Ep.:  27610, Loss: 9.348, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  22.00 Time: 22:28:47 \n",
      "Ep.:  27620, Loss: 8.401, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  36.00 Time: 22:29:19 \n",
      "Ep.:  27630, Loss: 8.416, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  25.00 Time: 22:29:51 \n",
      "Ep.:  27640, Loss: 8.418, Avg.Score: 288.00, Avg.LenOfSnake: 15.60, Max.LenOfSnake:  29.00 Time: 22:30:25 \n",
      "Ep.:  27650, Loss: 9.499, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  29.00 Time: 22:30:58 \n",
      "Ep.:  27660, Loss: 9.259, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  31.00 Time: 22:31:31 \n",
      "Ep.:  27670, Loss: 9.506, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  27.00 Time: 22:32:03 \n",
      "Ep.:  27680, Loss: 9.449, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  28.00 Time: 22:32:36 \n",
      "Ep.:  27690, Loss: 8.553, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  31.00 Time: 22:33:08 \n",
      "Ep.:  27700, Loss: 9.554, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  24.00 Time: 22:33:44 \n",
      "Ep.:  27710, Loss: 8.589, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  27.00 Time: 22:34:17 \n",
      "Ep.:  27720, Loss: 8.876, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  30.00 Time: 22:34:49 \n",
      "Ep.:  27730, Loss: 8.345, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  22.00 Time: 22:35:21 \n",
      "Ep.:  27740, Loss: 8.921, Avg.Score: 302.00, Avg.LenOfSnake: 16.07, Max.LenOfSnake:  28.00 Time: 22:35:54 \n",
      "Ep.:  27750, Loss: 9.960, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  26.00 Time: 22:36:29 \n",
      "Ep.:  27760, Loss: 8.557, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  26.00 Time: 22:37:02 \n",
      "Ep.:  27770, Loss: 9.759, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  22.00 Time: 22:37:36 \n",
      "Ep.:  27780, Loss: 8.564, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  24.00 Time: 22:38:09 \n",
      "Ep.:  27790, Loss: 8.857, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  34.00 Time: 22:38:42 \n",
      "Ep.:  27800, Loss: 9.060, Avg.Score: 300.00, Avg.LenOfSnake: 16.00, Max.LenOfSnake:  27.00 Time: 22:39:16 \n",
      "Ep.:  27810, Loss: 9.094, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  28.00 Time: 22:39:49 \n",
      "Ep.:  27820, Loss: 9.228, Avg.Score: 307.00, Avg.LenOfSnake: 16.23, Max.LenOfSnake:  28.00 Time: 22:40:23 \n",
      "Ep.:  27830, Loss: 8.788, Avg.Score: 316.00, Avg.LenOfSnake: 16.53, Max.LenOfSnake:  28.00 Time: 22:40:57 \n",
      "Ep.:  27840, Loss: 9.264, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  37.00 Time: 22:41:31 \n",
      "Ep.:  27850, Loss: 8.173, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  25.00 Time: 22:42:03 \n",
      "Ep.:  27860, Loss: 9.221, Avg.Score: 190.00, Avg.LenOfSnake: 12.33, Max.LenOfSnake:  26.00 Time: 22:42:36 \n",
      "Ep.:  27870, Loss: 8.440, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  23.00 Time: 22:43:08 \n",
      "Ep.:  27880, Loss: 8.084, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  29.00 Time: 22:43:41 \n",
      "Ep.:  27890, Loss: 8.352, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  34.00 Time: 22:44:13 \n",
      "Ep.:  27900, Loss: 9.780, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  26.00 Time: 22:44:44 \n",
      "Ep.:  27910, Loss: 9.022, Avg.Score: 295.00, Avg.LenOfSnake: 15.83, Max.LenOfSnake:  31.00 Time: 22:45:17 \n",
      "Ep.:  27920, Loss: 8.976, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  31.00 Time: 22:45:48 \n",
      "Ep.:  27930, Loss: 8.558, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  30.00 Time: 22:46:21 \n",
      "Ep.:  27940, Loss: 8.400, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  29.00 Time: 22:46:52 \n",
      "Ep.:  27950, Loss: 7.697, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  34.00 Time: 22:47:25 \n",
      "Ep.:  27960, Loss: 8.893, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  29.00 Time: 22:47:59 \n",
      "Ep.:  27970, Loss: 8.629, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  27.00 Time: 22:48:34 \n",
      "Ep.:  27980, Loss: 9.159, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  25.00 Time: 22:49:08 \n",
      "Ep.:  27990, Loss: 8.898, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  28.00 Time: 22:49:39 \n",
      "Ep.:  28000, Loss: 9.304, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  30.00 Time: 22:50:11 \n",
      "Ep.:  28010, Loss: 9.678, Avg.Score: 169.00, Avg.LenOfSnake: 11.63, Max.LenOfSnake:  23.00 Time: 22:50:43 \n",
      "Ep.:  28020, Loss: 8.596, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  25.00 Time: 22:51:15 \n",
      "Ep.:  28030, Loss: 8.984, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  28.00 Time: 22:51:49 \n",
      "Ep.:  28040, Loss: 9.033, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  26.00 Time: 22:52:23 \n",
      "Ep.:  28050, Loss: 9.588, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  29.00 Time: 22:52:55 \n",
      "Ep.:  28060, Loss: 8.632, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  34.00 Time: 22:53:30 \n",
      "Ep.:  28070, Loss: 9.171, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  27.00 Time: 22:54:03 \n",
      "Ep.:  28080, Loss: 9.634, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  29.00 Time: 22:54:38 \n",
      "Ep.:  28090, Loss: 9.838, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  34.00 Time: 22:55:12 \n",
      "Ep.:  28100, Loss: 8.499, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  30.00 Time: 22:55:45 \n",
      "Ep.:  28110, Loss: 8.627, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  29.00 Time: 22:56:18 \n",
      "Ep.:  28120, Loss: 8.847, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  24.00 Time: 22:56:50 \n",
      "Ep.:  28130, Loss: 8.095, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  33.00 Time: 22:57:23 \n",
      "Ep.:  28140, Loss: 9.643, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  26.00 Time: 22:57:54 \n",
      "Ep.:  28150, Loss: 8.967, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  28.00 Time: 22:58:29 \n",
      "Ep.:  28160, Loss: 8.626, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  28.00 Time: 22:59:03 \n",
      "Ep.:  28170, Loss: 9.187, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  26.00 Time: 22:59:34 \n",
      "Ep.:  28180, Loss: 8.918, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  31.00 Time: 23:00:07 \n",
      "Ep.:  28190, Loss: 8.583, Avg.Score: 299.00, Avg.LenOfSnake: 15.97, Max.LenOfSnake:  30.00 Time: 23:00:41 \n",
      "Ep.:  28200, Loss: 9.047, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  26.00 Time: 23:01:13 \n",
      "Ep.:  28210, Loss: 9.123, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  24.00 Time: 23:01:48 \n",
      "Ep.:  28220, Loss: 9.499, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  31.00 Time: 23:02:21 \n",
      "Ep.:  28230, Loss: 9.026, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  30.00 Time: 23:02:54 \n",
      "Ep.:  28240, Loss: 9.773, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  28.00 Time: 23:03:28 \n",
      "Ep.:  28250, Loss: 9.657, Avg.Score: 297.00, Avg.LenOfSnake: 15.90, Max.LenOfSnake:  28.00 Time: 23:04:00 \n",
      "Ep.:  28260, Loss: 8.787, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  30.00 Time: 23:04:35 \n",
      "Ep.:  28270, Loss: 9.647, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  28.00 Time: 23:05:08 \n",
      "Ep.:  28280, Loss: 9.406, Avg.Score: 298.00, Avg.LenOfSnake: 15.93, Max.LenOfSnake:  28.00 Time: 23:05:41 \n",
      "Ep.:  28290, Loss: 9.411, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  28.00 Time: 23:06:15 \n",
      "Ep.:  28300, Loss: 9.441, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  29.00 Time: 23:06:45 \n",
      "Ep.:  28310, Loss: 9.281, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  25.00 Time: 23:07:20 \n",
      "Ep.:  28320, Loss: 8.880, Avg.Score: 299.00, Avg.LenOfSnake: 15.97, Max.LenOfSnake:  29.00 Time: 23:07:52 \n",
      "Ep.:  28330, Loss: 8.949, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  27.00 Time: 23:08:24 \n",
      "Ep.:  28340, Loss: 8.980, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  25.00 Time: 23:08:55 \n",
      "Ep.:  28350, Loss: 8.979, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  30.00 Time: 23:09:27 \n",
      "Ep.:  28360, Loss: 7.561, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  24.00 Time: 23:09:58 \n",
      "Ep.:  28370, Loss: 9.661, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  26.00 Time: 23:10:29 \n",
      "Ep.:  28380, Loss: 9.347, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  29.00 Time: 23:11:02 \n",
      "Ep.:  28390, Loss: 9.136, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  30.00 Time: 23:11:36 \n",
      "Ep.:  28400, Loss: 9.734, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  29.00 Time: 23:12:09 \n",
      "Ep.:  28410, Loss: 8.830, Avg.Score: 177.00, Avg.LenOfSnake: 11.90, Max.LenOfSnake:  26.00 Time: 23:12:40 \n",
      "Ep.:  28420, Loss: 10.678, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  26.00 Time: 23:13:12 \n",
      "Ep.:  28430, Loss: 7.575, Avg.Score: 149.00, Avg.LenOfSnake: 10.97, Max.LenOfSnake:  23.00 Time: 23:13:43 \n",
      "Ep.:  28440, Loss: 9.368, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  28.00 Time: 23:14:13 \n",
      "Ep.:  28450, Loss: 9.484, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  28.00 Time: 23:14:45 \n",
      "Ep.:  28460, Loss: 8.817, Avg.Score: 323.00, Avg.LenOfSnake: 16.77, Max.LenOfSnake:  32.00 Time: 23:15:19 \n",
      "Ep.:  28470, Loss: 9.042, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  30.00 Time: 23:15:53 \n",
      "Ep.:  28480, Loss: 9.462, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  24.00 Time: 23:16:27 \n",
      "Ep.:  28490, Loss: 10.102, Avg.Score: 281.00, Avg.LenOfSnake: 15.37, Max.LenOfSnake:  30.00 Time: 23:16:59 \n",
      "Ep.:  28500, Loss: 9.681, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  23.00 Time: 23:17:30 \n",
      "Ep.:  28510, Loss: 8.745, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  27.00 Time: 23:18:03 \n",
      "Ep.:  28520, Loss: 9.604, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  25.00 Time: 23:18:36 \n",
      "Ep.:  28530, Loss: 8.068, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  30.00 Time: 23:19:08 \n",
      "Ep.:  28540, Loss: 9.613, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  37.00 Time: 23:19:40 \n",
      "Ep.:  28550, Loss: 10.773, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  28.00 Time: 23:20:11 \n",
      "Ep.:  28560, Loss: 9.921, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  31.00 Time: 23:20:44 \n",
      "Ep.:  28570, Loss: 9.211, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  29.00 Time: 23:21:16 \n",
      "Ep.:  28580, Loss: 10.477, Avg.Score: 327.00, Avg.LenOfSnake: 16.90, Max.LenOfSnake:  38.00 Time: 23:21:51 \n",
      "Ep.:  28590, Loss: 8.947, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  33.00 Time: 23:22:25 \n",
      "Ep.:  28600, Loss: 8.872, Avg.Score: 166.00, Avg.LenOfSnake: 11.53, Max.LenOfSnake:  25.00 Time: 23:22:56 \n",
      "Ep.:  28610, Loss: 8.433, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  27.00 Time: 23:23:27 \n",
      "Ep.:  28620, Loss: 8.874, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  25.00 Time: 23:24:02 \n",
      "Ep.:  28630, Loss: 8.634, Avg.Score: 298.00, Avg.LenOfSnake: 15.93, Max.LenOfSnake:  28.00 Time: 23:24:32 \n",
      "Ep.:  28640, Loss: 9.064, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  26.00 Time: 23:25:03 \n",
      "Ep.:  28650, Loss: 7.509, Avg.Score: 143.00, Avg.LenOfSnake: 10.77, Max.LenOfSnake:  19.00 Time: 23:25:34 \n",
      "Ep.:  28660, Loss: 8.124, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  23.00 Time: 23:26:06 \n",
      "Ep.:  28670, Loss: 7.487, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  33.00 Time: 23:26:35 \n",
      "Ep.:  28680, Loss: 9.329, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  29.00 Time: 23:27:04 \n",
      "Ep.:  28690, Loss: 8.875, Avg.Score: 322.00, Avg.LenOfSnake: 16.73, Max.LenOfSnake:  40.00 Time: 23:27:40 \n",
      "Ep.:  28700, Loss: 8.648, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  28.00 Time: 23:28:13 \n",
      "Ep.:  28710, Loss: 9.861, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  20.00 Time: 23:28:45 \n",
      "Ep.:  28720, Loss: 9.355, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  22.00 Time: 23:29:18 \n",
      "Ep.:  28730, Loss: 9.460, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  26.00 Time: 23:29:50 \n",
      "Ep.:  28740, Loss: 8.861, Avg.Score: 190.00, Avg.LenOfSnake: 12.33, Max.LenOfSnake:  26.00 Time: 23:30:21 \n",
      "Ep.:  28750, Loss: 9.587, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  33.00 Time: 23:30:53 \n",
      "Ep.:  28760, Loss: 8.371, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  46.00 Time: 23:31:27 \n",
      "Ep.:  28770, Loss: 8.827, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  27.00 Time: 23:31:59 \n",
      "Ep.:  28780, Loss: 8.774, Avg.Score: 317.00, Avg.LenOfSnake: 16.57, Max.LenOfSnake:  31.00 Time: 23:32:35 \n",
      "Ep.:  28790, Loss: 8.571, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  24.00 Time: 23:33:07 \n",
      "Ep.:  28800, Loss: 9.004, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  26.00 Time: 23:33:41 \n",
      "Ep.:  28810, Loss: 8.041, Avg.Score: 309.00, Avg.LenOfSnake: 16.30, Max.LenOfSnake:  30.00 Time: 23:34:18 \n",
      "Ep.:  28820, Loss: 8.395, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  30.00 Time: 23:34:52 \n",
      "Ep.:  28830, Loss: 9.200, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  28.00 Time: 23:35:24 \n",
      "Ep.:  28840, Loss: 8.769, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  32.00 Time: 23:35:55 \n",
      "Ep.:  28850, Loss: 9.279, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  33.00 Time: 23:36:27 \n",
      "Ep.:  28860, Loss: 9.553, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  27.00 Time: 23:37:02 \n",
      "Ep.:  28870, Loss: 8.523, Avg.Score: 155.00, Avg.LenOfSnake: 11.17, Max.LenOfSnake:  20.00 Time: 23:37:34 \n",
      "Ep.:  28880, Loss: 8.678, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  27.00 Time: 23:38:05 \n",
      "Ep.:  28890, Loss: 9.808, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  33.00 Time: 23:38:38 \n",
      "Ep.:  28900, Loss: 9.353, Avg.Score: 190.00, Avg.LenOfSnake: 12.33, Max.LenOfSnake:  20.00 Time: 23:39:10 \n",
      "Ep.:  28910, Loss: 8.191, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  24.00 Time: 23:39:41 \n",
      "Ep.:  28920, Loss: 8.808, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  23.00 Time: 23:40:15 \n",
      "Ep.:  28930, Loss: 10.184, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  23.00 Time: 23:40:49 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  28940, Loss: 8.945, Avg.Score: 340.00, Avg.LenOfSnake: 17.33, Max.LenOfSnake:  34.00 Time: 23:41:23 \n",
      "Ep.:  28950, Loss: 9.784, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  32.00 Time: 23:41:55 \n",
      "Ep.:  28960, Loss: 8.527, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  25.00 Time: 23:42:27 \n",
      "Ep.:  28970, Loss: 8.925, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  31.00 Time: 23:43:01 \n",
      "Ep.:  28980, Loss: 8.542, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  32.00 Time: 23:43:34 \n",
      "Ep.:  28990, Loss: 8.973, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  23.00 Time: 23:44:05 \n",
      "Ep.:  29000, Loss: 8.074, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  31.00 Time: 23:44:39 \n",
      "Ep.:  29010, Loss: 8.860, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  26.00 Time: 23:45:11 \n",
      "Ep.:  29020, Loss: 8.477, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  32.00 Time: 23:45:43 \n",
      "Ep.:  29030, Loss: 9.083, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  23.00 Time: 23:46:16 \n",
      "Ep.:  29040, Loss: 10.307, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  27.00 Time: 23:46:45 \n",
      "Ep.:  29050, Loss: 9.206, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  28.00 Time: 23:47:17 \n",
      "Ep.:  29060, Loss: 8.824, Avg.Score: 174.00, Avg.LenOfSnake: 11.80, Max.LenOfSnake:  30.00 Time: 23:47:49 \n",
      "Ep.:  29070, Loss: 8.924, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  28.00 Time: 23:48:22 \n",
      "Ep.:  29080, Loss: 8.550, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  28.00 Time: 23:48:55 \n",
      "Ep.:  29090, Loss: 8.732, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  32.00 Time: 23:49:30 \n",
      "Ep.:  29100, Loss: 8.482, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  28.00 Time: 23:50:02 \n",
      "Ep.:  29110, Loss: 9.202, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  30.00 Time: 23:50:37 \n",
      "Ep.:  29120, Loss: 7.927, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  26.00 Time: 23:51:08 \n",
      "Ep.:  29130, Loss: 8.934, Avg.Score: 314.00, Avg.LenOfSnake: 16.47, Max.LenOfSnake:  29.00 Time: 23:51:42 \n",
      "Ep.:  29140, Loss: 8.696, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  24.00 Time: 23:52:15 \n",
      "Ep.:  29150, Loss: 9.660, Avg.Score: 180.00, Avg.LenOfSnake: 12.00, Max.LenOfSnake:  25.00 Time: 23:52:47 \n",
      "Ep.:  29160, Loss: 8.507, Avg.Score: 282.00, Avg.LenOfSnake: 15.40, Max.LenOfSnake:  27.00 Time: 23:53:19 \n",
      "Ep.:  29170, Loss: 8.903, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  22.00 Time: 23:53:50 \n",
      "Ep.:  29180, Loss: 8.752, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  27.00 Time: 23:54:23 \n",
      "Ep.:  29190, Loss: 10.161, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  26.00 Time: 23:54:56 \n",
      "Ep.:  29200, Loss: 9.566, Avg.Score: 174.00, Avg.LenOfSnake: 11.80, Max.LenOfSnake:  21.00 Time: 23:55:28 \n",
      "Ep.:  29210, Loss: 9.058, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  24.00 Time: 23:56:02 \n",
      "Ep.:  29220, Loss: 8.929, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  22.00 Time: 23:56:34 \n",
      "Ep.:  29230, Loss: 10.036, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  25.00 Time: 23:57:06 \n",
      "Ep.:  29240, Loss: 8.297, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  32.00 Time: 23:57:41 \n",
      "Ep.:  29250, Loss: 8.249, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  28.00 Time: 23:58:14 \n",
      "Ep.:  29260, Loss: 9.052, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  28.00 Time: 23:58:46 \n",
      "Ep.:  29270, Loss: 9.991, Avg.Score: 189.00, Avg.LenOfSnake: 12.30, Max.LenOfSnake:  22.00 Time: 23:59:19 \n",
      "Ep.:  29280, Loss: 8.394, Avg.Score: 178.00, Avg.LenOfSnake: 11.93, Max.LenOfSnake:  23.00 Time: 23:59:51 \n",
      "Ep.:  29290, Loss: 8.713, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  25.00 Time: 24:00:25 \n",
      "Ep.:  29300, Loss: 8.234, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  26.00 Time: 24:00:59 \n",
      "Ep.:  29310, Loss: 7.874, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  25.00 Time: 24:01:30 \n",
      "Ep.:  29320, Loss: 10.402, Avg.Score: 327.00, Avg.LenOfSnake: 16.90, Max.LenOfSnake:  29.00 Time: 24:02:03 \n",
      "Ep.:  29330, Loss: 9.393, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  25.00 Time: 24:02:36 \n",
      "Ep.:  29340, Loss: 8.818, Avg.Score: 319.00, Avg.LenOfSnake: 16.63, Max.LenOfSnake:  33.00 Time: 24:03:09 \n",
      "Ep.:  29350, Loss: 8.966, Avg.Score: 318.00, Avg.LenOfSnake: 16.60, Max.LenOfSnake:  30.00 Time: 24:03:43 \n",
      "Ep.:  29360, Loss: 8.808, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  26.00 Time: 24:04:17 \n",
      "Ep.:  29370, Loss: 8.787, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  33.00 Time: 24:04:50 \n",
      "Ep.:  29380, Loss: 8.606, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  27.00 Time: 24:05:24 \n",
      "Ep.:  29390, Loss: 8.312, Avg.Score: 176.00, Avg.LenOfSnake: 11.87, Max.LenOfSnake:  23.00 Time: 24:05:55 \n",
      "Ep.:  29400, Loss: 9.019, Avg.Score: 299.00, Avg.LenOfSnake: 15.97, Max.LenOfSnake:  26.00 Time: 24:06:28 \n",
      "Ep.:  29410, Loss: 9.264, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  26.00 Time: 24:07:04 \n",
      "Ep.:  29420, Loss: 8.439, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  32.00 Time: 24:07:36 \n",
      "Ep.:  29430, Loss: 8.723, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  26.00 Time: 24:08:10 \n",
      "Ep.:  29440, Loss: 7.927, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  30.00 Time: 24:08:43 \n",
      "Ep.:  29450, Loss: 8.632, Avg.Score: 301.00, Avg.LenOfSnake: 16.03, Max.LenOfSnake:  31.00 Time: 24:09:16 \n",
      "Ep.:  29460, Loss: 9.776, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  32.00 Time: 24:09:51 \n",
      "Ep.:  29470, Loss: 8.566, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  26.00 Time: 24:10:23 \n",
      "Ep.:  29480, Loss: 10.025, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  40.00 Time: 24:10:56 \n",
      "Ep.:  29490, Loss: 8.601, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  24.00 Time: 24:11:28 \n",
      "Ep.:  29500, Loss: 8.616, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  24.00 Time: 24:12:01 \n",
      "Ep.:  29510, Loss: 8.613, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  30.00 Time: 24:12:33 \n",
      "Ep.:  29520, Loss: 9.725, Avg.Score: 296.00, Avg.LenOfSnake: 15.87, Max.LenOfSnake:  29.00 Time: 24:13:07 \n",
      "Ep.:  29530, Loss: 9.572, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  26.00 Time: 24:13:38 \n",
      "Ep.:  29540, Loss: 9.604, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  27.00 Time: 24:14:09 \n",
      "Ep.:  29550, Loss: 8.617, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  30.00 Time: 24:14:40 \n",
      "Ep.:  29560, Loss: 8.284, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  26.00 Time: 24:15:15 \n",
      "Ep.:  29570, Loss: 8.544, Avg.Score: 286.00, Avg.LenOfSnake: 15.53, Max.LenOfSnake:  32.00 Time: 24:15:49 \n",
      "Ep.:  29580, Loss: 9.108, Avg.Score: 304.00, Avg.LenOfSnake: 16.13, Max.LenOfSnake:  30.00 Time: 24:16:23 \n",
      "Ep.:  29590, Loss: 8.327, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  30.00 Time: 24:16:55 \n",
      "Ep.:  29600, Loss: 9.396, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  32.00 Time: 24:17:28 \n",
      "Ep.:  29610, Loss: 9.885, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  27.00 Time: 24:17:59 \n",
      "Ep.:  29620, Loss: 8.441, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  28.00 Time: 24:18:32 \n",
      "Ep.:  29630, Loss: 8.966, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  26.00 Time: 24:19:04 \n",
      "Ep.:  29640, Loss: 8.604, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  21.00 Time: 24:19:46 \n",
      "Ep.:  29650, Loss: 10.076, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  34.00 Time: 24:20:34 \n",
      "Ep.:  29660, Loss: 9.261, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  25.00 Time: 24:21:16 \n",
      "Ep.:  29670, Loss: 8.203, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  26.00 Time: 24:22:03 \n",
      "Ep.:  29680, Loss: 9.390, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  23.00 Time: 24:22:38 \n",
      "Ep.:  29690, Loss: 8.916, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  27.00 Time: 24:23:13 \n",
      "Ep.:  29700, Loss: 9.723, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  28.00 Time: 24:23:47 \n",
      "Ep.:  29710, Loss: 9.024, Avg.Score: 302.00, Avg.LenOfSnake: 16.07, Max.LenOfSnake:  28.00 Time: 24:24:26 \n",
      "Ep.:  29720, Loss: 9.794, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  25.00 Time: 24:25:00 \n",
      "Ep.:  29730, Loss: 8.902, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  29.00 Time: 24:25:34 \n",
      "Ep.:  29740, Loss: 8.980, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  28.00 Time: 24:26:09 \n",
      "Ep.:  29750, Loss: 9.184, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  25.00 Time: 24:26:45 \n",
      "Ep.:  29760, Loss: 8.466, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  24.00 Time: 24:27:19 \n",
      "Ep.:  29770, Loss: 9.267, Avg.Score: 178.00, Avg.LenOfSnake: 11.93, Max.LenOfSnake:  20.00 Time: 24:27:50 \n",
      "Ep.:  29780, Loss: 9.547, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  35.00 Time: 24:28:28 \n",
      "Ep.:  29790, Loss: 8.375, Avg.Score: 301.00, Avg.LenOfSnake: 16.03, Max.LenOfSnake:  28.00 Time: 24:29:05 \n",
      "Ep.:  29800, Loss: 9.792, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  30.00 Time: 24:29:58 \n",
      "Ep.:  29810, Loss: 7.844, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  26.00 Time: 24:30:47 \n",
      "Ep.:  29820, Loss: 10.193, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  25.00 Time: 24:31:27 \n",
      "Ep.:  29830, Loss: 9.007, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  21.00 Time: 24:32:08 \n",
      "Ep.:  29840, Loss: 9.006, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  22.00 Time: 24:32:40 \n",
      "Ep.:  29850, Loss: 9.745, Avg.Score: 171.00, Avg.LenOfSnake: 11.70, Max.LenOfSnake:  22.00 Time: 24:33:11 \n",
      "Ep.:  29860, Loss: 9.461, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  28.00 Time: 24:33:42 \n",
      "Ep.:  29870, Loss: 8.914, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  27.00 Time: 24:34:14 \n",
      "Ep.:  29880, Loss: 9.227, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  29.00 Time: 24:34:47 \n",
      "Ep.:  29890, Loss: 8.898, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  33.00 Time: 24:35:18 \n",
      "Ep.:  29900, Loss: 9.285, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  37.00 Time: 24:35:51 \n",
      "Ep.:  29910, Loss: 8.811, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  34.00 Time: 24:36:26 \n",
      "Ep.:  29920, Loss: 9.208, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  29.00 Time: 24:36:58 \n",
      "Ep.:  29930, Loss: 9.248, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  26.00 Time: 24:37:31 \n",
      "Ep.:  29940, Loss: 8.786, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  32.00 Time: 24:38:05 \n",
      "Ep.:  29950, Loss: 8.406, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  28.00 Time: 24:38:41 \n",
      "Ep.:  29960, Loss: 8.627, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  25.00 Time: 24:39:14 \n",
      "Ep.:  29970, Loss: 8.241, Avg.Score: 97.00, Avg.LenOfSnake: 9.23, Max.LenOfSnake:  18.00 Time: 24:39:47 \n",
      "Ep.:  29980, Loss: 9.001, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  30.00 Time: 24:40:20 \n",
      "Ep.:  29990, Loss: 8.740, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  30.00 Time: 24:40:53 \n",
      "Ep.:  30000, Loss: 8.756, Avg.Score: 128.00, Avg.LenOfSnake: 10.27, Max.LenOfSnake:  22.00 Time: 24:41:26 \n",
      "Ep.:  30010, Loss: 9.154, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  29.00 Time: 24:42:00 \n",
      "Ep.:  30020, Loss: 8.027, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  27.00 Time: 24:42:32 \n",
      "Ep.:  30030, Loss: 10.369, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  26.00 Time: 24:43:06 \n",
      "Ep.:  30040, Loss: 9.911, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  33.00 Time: 24:43:39 \n",
      "Ep.:  30050, Loss: 8.321, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  26.00 Time: 24:44:13 \n",
      "Ep.:  30060, Loss: 9.159, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  25.00 Time: 24:44:47 \n",
      "Ep.:  30070, Loss: 8.861, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  25.00 Time: 24:45:22 \n",
      "Ep.:  30080, Loss: 9.303, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  28.00 Time: 24:45:56 \n",
      "Ep.:  30090, Loss: 9.696, Avg.Score: 304.00, Avg.LenOfSnake: 16.13, Max.LenOfSnake:  31.00 Time: 24:46:32 \n",
      "Ep.:  30100, Loss: 8.364, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  27.00 Time: 24:47:03 \n",
      "Ep.:  30110, Loss: 8.851, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  23.00 Time: 24:47:36 \n",
      "Ep.:  30120, Loss: 9.617, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  28.00 Time: 24:48:08 \n",
      "Ep.:  30130, Loss: 9.710, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  24.00 Time: 24:48:39 \n",
      "Ep.:  30140, Loss: 9.153, Avg.Score: 297.00, Avg.LenOfSnake: 15.90, Max.LenOfSnake:  26.00 Time: 24:49:09 \n",
      "Ep.:  30150, Loss: 8.963, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  27.00 Time: 24:49:42 \n",
      "Ep.:  30160, Loss: 9.690, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  27.00 Time: 24:50:14 \n",
      "Ep.:  30170, Loss: 9.102, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  30.00 Time: 24:50:48 \n",
      "Ep.:  30180, Loss: 9.993, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  32.00 Time: 24:51:20 \n",
      "Ep.:  30190, Loss: 9.624, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  29.00 Time: 24:51:53 \n",
      "Ep.:  30200, Loss: 8.377, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  29.00 Time: 24:52:25 \n",
      "Ep.:  30210, Loss: 8.432, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  26.00 Time: 24:52:58 \n",
      "Ep.:  30220, Loss: 8.861, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  24.00 Time: 24:53:31 \n",
      "Ep.:  30230, Loss: 8.977, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  22.00 Time: 24:54:01 \n",
      "Ep.:  30240, Loss: 8.426, Avg.Score: 171.00, Avg.LenOfSnake: 11.70, Max.LenOfSnake:  21.00 Time: 24:54:30 \n",
      "Ep.:  30250, Loss: 8.422, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  24.00 Time: 24:55:01 \n",
      "Ep.:  30260, Loss: 7.801, Avg.Score: 173.00, Avg.LenOfSnake: 11.77, Max.LenOfSnake:  26.00 Time: 24:55:35 \n",
      "Ep.:  30270, Loss: 9.692, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  40.00 Time: 24:56:09 \n",
      "Ep.:  30280, Loss: 8.404, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  26.00 Time: 24:56:43 \n",
      "Ep.:  30290, Loss: 9.481, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  25.00 Time: 24:57:13 \n",
      "Ep.:  30300, Loss: 8.380, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  30.00 Time: 24:57:47 \n",
      "Ep.:  30310, Loss: 9.362, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  26.00 Time: 24:58:17 \n",
      "Ep.:  30320, Loss: 9.423, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  29.00 Time: 24:58:54 \n",
      "Ep.:  30330, Loss: 8.962, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  26.00 Time: 24:59:27 \n",
      "Ep.:  30340, Loss: 8.070, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  24.00 Time: 25:00:01 \n",
      "Ep.:  30350, Loss: 8.938, Avg.Score: 311.00, Avg.LenOfSnake: 16.37, Max.LenOfSnake:  28.00 Time: 25:00:36 \n",
      "Ep.:  30360, Loss: 9.167, Avg.Score: 289.00, Avg.LenOfSnake: 15.63, Max.LenOfSnake:  31.00 Time: 25:01:11 \n",
      "Ep.:  30370, Loss: 9.325, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  26.00 Time: 25:01:44 \n",
      "Ep.:  30380, Loss: 8.151, Avg.Score: 350.00, Avg.LenOfSnake: 17.67, Max.LenOfSnake:  29.00 Time: 25:02:18 \n",
      "Ep.:  30390, Loss: 7.513, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  32.00 Time: 25:02:52 \n",
      "Ep.:  30400, Loss: 8.460, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  33.00 Time: 25:03:26 \n",
      "Ep.:  30410, Loss: 9.527, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  27.00 Time: 25:03:58 \n",
      "Ep.:  30420, Loss: 9.324, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  24.00 Time: 25:04:28 \n",
      "Ep.:  30430, Loss: 9.079, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  24.00 Time: 25:04:59 \n",
      "Ep.:  30440, Loss: 9.098, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  27.00 Time: 25:05:31 \n",
      "Ep.:  30450, Loss: 9.523, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  33.00 Time: 25:06:06 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  30460, Loss: 9.249, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  25.00 Time: 25:06:37 \n",
      "Ep.:  30470, Loss: 8.393, Avg.Score: 293.00, Avg.LenOfSnake: 15.77, Max.LenOfSnake:  30.00 Time: 25:07:11 \n",
      "Ep.:  30480, Loss: 7.814, Avg.Score: 153.00, Avg.LenOfSnake: 11.10, Max.LenOfSnake:  25.00 Time: 25:07:42 \n",
      "Ep.:  30490, Loss: 9.621, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  28.00 Time: 25:08:16 \n",
      "Ep.:  30500, Loss: 9.306, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  28.00 Time: 25:08:50 \n",
      "Ep.:  30510, Loss: 9.438, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  26.00 Time: 25:09:23 \n",
      "Ep.:  30520, Loss: 8.244, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  23.00 Time: 25:09:57 \n",
      "Ep.:  30530, Loss: 8.034, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  24.00 Time: 25:10:29 \n",
      "Ep.:  30540, Loss: 8.783, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  27.00 Time: 25:11:02 \n",
      "Ep.:  30550, Loss: 9.129, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  29.00 Time: 25:11:37 \n",
      "Ep.:  30560, Loss: 8.933, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  26.00 Time: 25:12:11 \n",
      "Ep.:  30570, Loss: 9.340, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  29.00 Time: 25:12:46 \n",
      "Ep.:  30580, Loss: 8.780, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  26.00 Time: 25:13:20 \n",
      "Ep.:  30590, Loss: 8.959, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  25.00 Time: 25:13:54 \n",
      "Ep.:  30600, Loss: 8.685, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  29.00 Time: 25:14:27 \n",
      "Ep.:  30610, Loss: 8.646, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  25.00 Time: 25:14:58 \n",
      "Ep.:  30620, Loss: 8.212, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  35.00 Time: 25:15:30 \n",
      "Ep.:  30630, Loss: 8.475, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  25.00 Time: 25:16:04 \n",
      "Ep.:  30640, Loss: 9.370, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  31.00 Time: 25:16:38 \n",
      "Ep.:  30650, Loss: 8.890, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  23.00 Time: 25:17:10 \n",
      "Ep.:  30660, Loss: 9.484, Avg.Score: 293.00, Avg.LenOfSnake: 15.77, Max.LenOfSnake:  25.00 Time: 25:17:44 \n",
      "Ep.:  30670, Loss: 9.479, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  25.00 Time: 25:18:19 \n",
      "Ep.:  30680, Loss: 9.666, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  24.00 Time: 25:18:54 \n",
      "Ep.:  30690, Loss: 9.133, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  29.00 Time: 25:19:29 \n",
      "Ep.:  30700, Loss: 8.832, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  27.00 Time: 25:20:04 \n",
      "Ep.:  30710, Loss: 10.158, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  27.00 Time: 25:20:37 \n",
      "Ep.:  30720, Loss: 8.864, Avg.Score: 303.00, Avg.LenOfSnake: 16.10, Max.LenOfSnake:  33.00 Time: 25:21:10 \n",
      "Ep.:  30730, Loss: 8.707, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  27.00 Time: 25:21:44 \n",
      "Ep.:  30740, Loss: 8.927, Avg.Score: 320.00, Avg.LenOfSnake: 16.67, Max.LenOfSnake:  28.00 Time: 25:22:19 \n",
      "Ep.:  30750, Loss: 7.990, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  24.00 Time: 25:22:53 \n",
      "Ep.:  30760, Loss: 9.355, Avg.Score: 343.00, Avg.LenOfSnake: 17.43, Max.LenOfSnake:  29.00 Time: 25:23:26 \n",
      "Ep.:  30770, Loss: 9.637, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  27.00 Time: 25:23:59 \n",
      "Ep.:  30780, Loss: 8.810, Avg.Score: 305.00, Avg.LenOfSnake: 16.17, Max.LenOfSnake:  37.00 Time: 25:24:31 \n",
      "Ep.:  30790, Loss: 8.695, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  27.00 Time: 25:25:04 \n",
      "Ep.:  30800, Loss: 7.960, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  29.00 Time: 25:25:36 \n",
      "Ep.:  30810, Loss: 8.653, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  37.00 Time: 25:26:09 \n",
      "Ep.:  30820, Loss: 10.516, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  29.00 Time: 25:26:40 \n",
      "Ep.:  30830, Loss: 8.846, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  23.00 Time: 25:27:14 \n",
      "Ep.:  30840, Loss: 8.344, Avg.Score: 312.00, Avg.LenOfSnake: 16.40, Max.LenOfSnake:  29.00 Time: 25:27:47 \n",
      "Ep.:  30850, Loss: 10.173, Avg.Score: 312.00, Avg.LenOfSnake: 16.40, Max.LenOfSnake:  30.00 Time: 25:28:21 \n",
      "Ep.:  30860, Loss: 9.064, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  30.00 Time: 25:28:55 \n",
      "Ep.:  30870, Loss: 9.374, Avg.Score: 302.00, Avg.LenOfSnake: 16.07, Max.LenOfSnake:  33.00 Time: 25:29:29 \n",
      "Ep.:  30880, Loss: 9.530, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  31.00 Time: 25:30:01 \n",
      "Ep.:  30890, Loss: 8.425, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  25.00 Time: 25:30:34 \n",
      "Ep.:  30900, Loss: 9.341, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  22.00 Time: 25:31:09 \n",
      "Ep.:  30910, Loss: 8.908, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  31.00 Time: 25:31:43 \n",
      "Ep.:  30920, Loss: 8.780, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  27.00 Time: 25:32:19 \n",
      "Ep.:  30930, Loss: 9.780, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  33.00 Time: 25:32:53 \n",
      "Ep.:  30940, Loss: 8.288, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  24.00 Time: 25:33:26 \n",
      "Ep.:  30950, Loss: 9.196, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  30.00 Time: 25:33:59 \n",
      "Ep.:  30960, Loss: 8.799, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  28.00 Time: 25:34:33 \n",
      "Ep.:  30970, Loss: 9.920, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  23.00 Time: 25:35:07 \n",
      "Ep.:  30980, Loss: 8.909, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  34.00 Time: 25:35:42 \n",
      "Ep.:  30990, Loss: 9.809, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  33.00 Time: 25:36:17 \n",
      "Ep.:  31000, Loss: 8.322, Avg.Score: 282.00, Avg.LenOfSnake: 15.40, Max.LenOfSnake:  31.00 Time: 25:36:50 \n",
      "Ep.:  31010, Loss: 8.468, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  39.00 Time: 25:37:23 \n",
      "Ep.:  31020, Loss: 8.820, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  27.00 Time: 25:37:56 \n",
      "Ep.:  31030, Loss: 8.147, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  25.00 Time: 25:38:27 \n",
      "Ep.:  31040, Loss: 9.222, Avg.Score: 294.00, Avg.LenOfSnake: 15.80, Max.LenOfSnake:  30.00 Time: 25:39:00 \n",
      "Ep.:  31050, Loss: 9.527, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  24.00 Time: 25:39:33 \n",
      "Ep.:  31060, Loss: 8.644, Avg.Score: 292.00, Avg.LenOfSnake: 15.73, Max.LenOfSnake:  30.00 Time: 25:40:08 \n",
      "Ep.:  31070, Loss: 9.090, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  25.00 Time: 25:40:43 \n",
      "Ep.:  31080, Loss: 9.975, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  28.00 Time: 25:41:17 \n",
      "Ep.:  31090, Loss: 9.454, Avg.Score: 293.00, Avg.LenOfSnake: 15.77, Max.LenOfSnake:  37.00 Time: 25:41:50 \n",
      "Ep.:  31100, Loss: 9.563, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  25.00 Time: 25:42:23 \n",
      "Ep.:  31110, Loss: 9.925, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  32.00 Time: 25:42:54 \n",
      "Ep.:  31120, Loss: 9.094, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  27.00 Time: 25:43:28 \n",
      "Ep.:  31130, Loss: 9.861, Avg.Score: 180.00, Avg.LenOfSnake: 12.00, Max.LenOfSnake:  27.00 Time: 25:44:01 \n",
      "Ep.:  31140, Loss: 8.868, Avg.Score: 289.00, Avg.LenOfSnake: 15.63, Max.LenOfSnake:  37.00 Time: 25:44:34 \n",
      "Ep.:  31150, Loss: 8.245, Avg.Score: 158.00, Avg.LenOfSnake: 11.27, Max.LenOfSnake:  33.00 Time: 25:45:07 \n",
      "Ep.:  31160, Loss: 9.273, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  28.00 Time: 25:45:40 \n",
      "Ep.:  31170, Loss: 9.139, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  31.00 Time: 25:46:13 \n",
      "Ep.:  31180, Loss: 9.342, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  28.00 Time: 25:46:43 \n",
      "Ep.:  31190, Loss: 8.654, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  28.00 Time: 25:47:15 \n",
      "Ep.:  31200, Loss: 8.984, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  33.00 Time: 25:47:48 \n",
      "Ep.:  31210, Loss: 7.782, Avg.Score: 171.00, Avg.LenOfSnake: 11.70, Max.LenOfSnake:  22.00 Time: 25:48:21 \n",
      "Ep.:  31220, Loss: 8.662, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  27.00 Time: 25:48:54 \n",
      "Ep.:  31230, Loss: 9.343, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  25.00 Time: 25:49:28 \n",
      "Ep.:  31240, Loss: 7.833, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  27.00 Time: 25:50:02 \n",
      "Ep.:  31250, Loss: 8.804, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  25.00 Time: 25:50:36 \n",
      "Ep.:  31260, Loss: 7.937, Avg.Score: 140.00, Avg.LenOfSnake: 10.67, Max.LenOfSnake:  18.00 Time: 25:51:10 \n",
      "Ep.:  31270, Loss: 8.099, Avg.Score: 302.00, Avg.LenOfSnake: 16.07, Max.LenOfSnake:  35.00 Time: 25:51:42 \n",
      "Ep.:  31280, Loss: 8.238, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  25.00 Time: 25:52:14 \n",
      "Ep.:  31290, Loss: 8.559, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  30.00 Time: 25:52:47 \n",
      "Ep.:  31300, Loss: 8.698, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  28.00 Time: 25:53:20 \n",
      "Ep.:  31310, Loss: 8.937, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  29.00 Time: 25:53:54 \n",
      "Ep.:  31320, Loss: 8.919, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  27.00 Time: 25:54:24 \n",
      "Ep.:  31330, Loss: 10.123, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  23.00 Time: 25:54:56 \n",
      "Ep.:  31340, Loss: 9.789, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  25.00 Time: 25:55:28 \n",
      "Ep.:  31350, Loss: 8.993, Avg.Score: 184.00, Avg.LenOfSnake: 12.13, Max.LenOfSnake:  22.00 Time: 25:55:57 \n",
      "Ep.:  31360, Loss: 8.978, Avg.Score: 158.00, Avg.LenOfSnake: 11.27, Max.LenOfSnake:  23.00 Time: 25:56:26 \n",
      "Ep.:  31370, Loss: 8.260, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  35.00 Time: 25:56:59 \n",
      "Ep.:  31380, Loss: 9.965, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  30.00 Time: 25:57:31 \n",
      "Ep.:  31390, Loss: 8.254, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  26.00 Time: 25:58:04 \n",
      "Ep.:  31400, Loss: 8.823, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  25.00 Time: 25:58:38 \n",
      "Ep.:  31410, Loss: 8.814, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  22.00 Time: 25:59:11 \n",
      "Ep.:  31420, Loss: 9.329, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  28.00 Time: 25:59:47 \n",
      "Ep.:  31430, Loss: 8.871, Avg.Score: 321.00, Avg.LenOfSnake: 16.70, Max.LenOfSnake:  33.00 Time: 26:00:20 \n",
      "Ep.:  31440, Loss: 9.632, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  29.00 Time: 26:00:52 \n",
      "Ep.:  31450, Loss: 8.039, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  28.00 Time: 26:01:24 \n",
      "Ep.:  31460, Loss: 8.439, Avg.Score: 293.00, Avg.LenOfSnake: 15.77, Max.LenOfSnake:  29.00 Time: 26:01:59 \n",
      "Ep.:  31470, Loss: 9.069, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  30.00 Time: 26:02:31 \n",
      "Ep.:  31480, Loss: 7.876, Avg.Score: 175.00, Avg.LenOfSnake: 11.83, Max.LenOfSnake:  22.00 Time: 26:03:03 \n",
      "Ep.:  31490, Loss: 8.674, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  25.00 Time: 26:03:35 \n",
      "Ep.:  31500, Loss: 9.379, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  30.00 Time: 26:04:09 \n",
      "Ep.:  31510, Loss: 9.329, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  33.00 Time: 26:04:43 \n",
      "Ep.:  31520, Loss: 9.161, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  29.00 Time: 26:05:16 \n",
      "Ep.:  31530, Loss: 8.460, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  32.00 Time: 26:05:51 \n",
      "Ep.:  31540, Loss: 7.955, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  27.00 Time: 26:06:25 \n",
      "Ep.:  31550, Loss: 9.378, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  26.00 Time: 26:07:00 \n",
      "Ep.:  31560, Loss: 7.958, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  24.00 Time: 26:07:33 \n",
      "Ep.:  31570, Loss: 8.110, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  29.00 Time: 26:08:08 \n",
      "Ep.:  31580, Loss: 8.629, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  29.00 Time: 26:08:42 \n",
      "Ep.:  31590, Loss: 9.253, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  33.00 Time: 26:09:13 \n",
      "Ep.:  31600, Loss: 7.871, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  30.00 Time: 26:09:45 \n",
      "Ep.:  31610, Loss: 9.618, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  28.00 Time: 26:10:19 \n",
      "Ep.:  31620, Loss: 9.829, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  28.00 Time: 26:10:52 \n",
      "Ep.:  31630, Loss: 9.203, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  30.00 Time: 26:11:24 \n",
      "Ep.:  31640, Loss: 9.187, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  28.00 Time: 26:11:59 \n",
      "Ep.:  31650, Loss: 8.709, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  31.00 Time: 26:12:32 \n",
      "Ep.:  31660, Loss: 8.751, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  36.00 Time: 26:13:04 \n",
      "Ep.:  31670, Loss: 9.168, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  28.00 Time: 26:13:35 \n",
      "Ep.:  31680, Loss: 9.960, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  26.00 Time: 26:14:08 \n",
      "Ep.:  31690, Loss: 8.113, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  28.00 Time: 26:14:40 \n",
      "Ep.:  31700, Loss: 9.020, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  26.00 Time: 26:15:13 \n",
      "Ep.:  31710, Loss: 8.690, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  29.00 Time: 26:15:46 \n",
      "Ep.:  31720, Loss: 8.619, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  26.00 Time: 26:16:18 \n",
      "Ep.:  31730, Loss: 8.896, Avg.Score: 178.00, Avg.LenOfSnake: 11.93, Max.LenOfSnake:  23.00 Time: 26:16:52 \n",
      "Ep.:  31740, Loss: 8.729, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  28.00 Time: 26:17:26 \n",
      "Ep.:  31750, Loss: 7.903, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  30.00 Time: 26:18:01 \n",
      "Ep.:  31760, Loss: 9.232, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  24.00 Time: 26:18:33 \n",
      "Ep.:  31770, Loss: 9.732, Avg.Score: 319.00, Avg.LenOfSnake: 16.63, Max.LenOfSnake:  32.00 Time: 26:19:07 \n",
      "Ep.:  31780, Loss: 9.354, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  29.00 Time: 26:19:41 \n",
      "Ep.:  31790, Loss: 8.456, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  25.00 Time: 26:20:13 \n",
      "Ep.:  31800, Loss: 9.493, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  33.00 Time: 26:20:45 \n",
      "Ep.:  31810, Loss: 8.632, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  28.00 Time: 26:21:18 \n",
      "Ep.:  31820, Loss: 7.885, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  31.00 Time: 26:21:50 \n",
      "Ep.:  31830, Loss: 8.663, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  26.00 Time: 26:22:22 \n",
      "Ep.:  31840, Loss: 8.364, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  27.00 Time: 26:22:56 \n",
      "Ep.:  31850, Loss: 9.911, Avg.Score: 176.00, Avg.LenOfSnake: 11.87, Max.LenOfSnake:  30.00 Time: 26:23:29 \n",
      "Ep.:  31860, Loss: 9.294, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  26.00 Time: 26:24:02 \n",
      "Ep.:  31870, Loss: 7.730, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  31.00 Time: 26:24:37 \n",
      "Ep.:  31880, Loss: 9.469, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  25.00 Time: 26:25:10 \n",
      "Ep.:  31890, Loss: 9.078, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  31.00 Time: 26:25:45 \n",
      "Ep.:  31900, Loss: 7.813, Avg.Score: 168.00, Avg.LenOfSnake: 11.60, Max.LenOfSnake:  21.00 Time: 26:26:17 \n",
      "Ep.:  31910, Loss: 9.943, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  25.00 Time: 26:26:48 \n",
      "Ep.:  31920, Loss: 9.520, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  28.00 Time: 26:27:19 \n",
      "Ep.:  31930, Loss: 8.747, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  25.00 Time: 26:27:52 \n",
      "Ep.:  31940, Loss: 8.600, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  35.00 Time: 26:28:25 \n",
      "Ep.:  31950, Loss: 7.920, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  32.00 Time: 26:28:58 \n",
      "Ep.:  31960, Loss: 8.018, Avg.Score: 343.00, Avg.LenOfSnake: 17.43, Max.LenOfSnake:  37.00 Time: 26:29:31 \n",
      "Ep.:  31970, Loss: 9.625, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  26.00 Time: 26:30:04 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  31980, Loss: 9.489, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  30.00 Time: 26:30:38 \n",
      "Ep.:  31990, Loss: 8.054, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  30.00 Time: 26:31:11 \n",
      "Ep.:  32000, Loss: 7.987, Avg.Score: 181.00, Avg.LenOfSnake: 12.03, Max.LenOfSnake:  26.00 Time: 26:31:46 \n",
      "Ep.:  32010, Loss: 8.140, Avg.Score: 301.00, Avg.LenOfSnake: 16.03, Max.LenOfSnake:  27.00 Time: 26:32:20 \n",
      "Ep.:  32020, Loss: 8.719, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  32.00 Time: 26:32:53 \n",
      "Ep.:  32030, Loss: 10.330, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  29.00 Time: 26:33:26 \n",
      "Ep.:  32040, Loss: 8.153, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  28.00 Time: 26:33:59 \n",
      "Ep.:  32050, Loss: 7.866, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  25.00 Time: 26:34:32 \n",
      "Ep.:  32060, Loss: 8.558, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  24.00 Time: 26:35:05 \n",
      "Ep.:  32070, Loss: 8.903, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  32.00 Time: 26:35:39 \n",
      "Ep.:  32080, Loss: 7.849, Avg.Score: 180.00, Avg.LenOfSnake: 12.00, Max.LenOfSnake:  25.00 Time: 26:36:08 \n",
      "Ep.:  32090, Loss: 9.284, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  26.00 Time: 26:36:42 \n",
      "Ep.:  32100, Loss: 9.461, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  21.00 Time: 26:37:16 \n",
      "Ep.:  32110, Loss: 9.667, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  28.00 Time: 26:37:46 \n",
      "Ep.:  32120, Loss: 10.216, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  38.00 Time: 26:38:19 \n",
      "Ep.:  32130, Loss: 8.005, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  25.00 Time: 26:38:52 \n",
      "Ep.:  32140, Loss: 8.368, Avg.Score: 283.00, Avg.LenOfSnake: 15.43, Max.LenOfSnake:  28.00 Time: 26:39:25 \n",
      "Ep.:  32150, Loss: 8.392, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  29.00 Time: 26:40:00 \n",
      "Ep.:  32160, Loss: 8.683, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  31.00 Time: 26:40:35 \n",
      "Ep.:  32170, Loss: 9.595, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  26.00 Time: 26:41:05 \n",
      "Ep.:  32180, Loss: 8.938, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  24.00 Time: 26:41:38 \n",
      "Ep.:  32190, Loss: 9.058, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  23.00 Time: 26:42:10 \n",
      "Ep.:  32200, Loss: 9.600, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  29.00 Time: 26:42:42 \n",
      "Ep.:  32210, Loss: 8.905, Avg.Score: 186.00, Avg.LenOfSnake: 12.20, Max.LenOfSnake:  27.00 Time: 26:43:12 \n",
      "Ep.:  32220, Loss: 8.980, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  31.00 Time: 26:43:43 \n",
      "Ep.:  32230, Loss: 9.182, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  26.00 Time: 26:44:15 \n",
      "Ep.:  32240, Loss: 8.985, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  36.00 Time: 26:44:49 \n",
      "Ep.:  32250, Loss: 9.181, Avg.Score: 299.00, Avg.LenOfSnake: 15.97, Max.LenOfSnake:  34.00 Time: 26:45:25 \n",
      "Ep.:  32260, Loss: 8.848, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  27.00 Time: 26:45:55 \n",
      "Ep.:  32270, Loss: 9.088, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  26.00 Time: 26:46:27 \n",
      "Ep.:  32280, Loss: 8.739, Avg.Score: 288.00, Avg.LenOfSnake: 15.60, Max.LenOfSnake:  30.00 Time: 26:47:02 \n",
      "Ep.:  32290, Loss: 8.871, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  31.00 Time: 26:47:34 \n",
      "Ep.:  32300, Loss: 8.318, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  29.00 Time: 26:48:08 \n",
      "Ep.:  32310, Loss: 8.313, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  23.00 Time: 26:48:42 \n",
      "Ep.:  32320, Loss: 8.115, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  30.00 Time: 26:49:15 \n",
      "Ep.:  32330, Loss: 9.067, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  26.00 Time: 26:49:48 \n",
      "Ep.:  32340, Loss: 9.330, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  23.00 Time: 26:50:24 \n",
      "Ep.:  32350, Loss: 9.672, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  25.00 Time: 26:50:56 \n",
      "Ep.:  32360, Loss: 10.027, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  28.00 Time: 26:51:30 \n",
      "Ep.:  32370, Loss: 8.663, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  28.00 Time: 26:52:06 \n",
      "Ep.:  32380, Loss: 7.319, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  35.00 Time: 26:52:39 \n",
      "Ep.:  32390, Loss: 7.594, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  35.00 Time: 26:53:12 \n",
      "Ep.:  32400, Loss: 9.757, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  27.00 Time: 26:53:44 \n",
      "Ep.:  32410, Loss: 8.727, Avg.Score: 282.00, Avg.LenOfSnake: 15.40, Max.LenOfSnake:  33.00 Time: 26:54:17 \n",
      "Ep.:  32420, Loss: 9.511, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  31.00 Time: 26:54:52 \n",
      "Ep.:  32430, Loss: 8.354, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  31.00 Time: 26:55:25 \n",
      "Ep.:  32440, Loss: 7.744, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  34.00 Time: 26:55:59 \n",
      "Ep.:  32450, Loss: 8.649, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  25.00 Time: 26:56:33 \n",
      "Ep.:  32460, Loss: 8.512, Avg.Score: 327.00, Avg.LenOfSnake: 16.90, Max.LenOfSnake:  28.00 Time: 26:57:07 \n",
      "Ep.:  32470, Loss: 8.695, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  26.00 Time: 26:57:42 \n",
      "Ep.:  32480, Loss: 9.369, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  25.00 Time: 26:58:13 \n",
      "Ep.:  32490, Loss: 9.227, Avg.Score: 328.00, Avg.LenOfSnake: 16.93, Max.LenOfSnake:  33.00 Time: 26:58:49 \n",
      "Ep.:  32500, Loss: 8.421, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  25.00 Time: 26:59:21 \n",
      "Ep.:  32510, Loss: 8.758, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  31.00 Time: 26:59:55 \n",
      "Ep.:  32520, Loss: 9.441, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  35.00 Time: 27:00:29 \n",
      "Ep.:  32530, Loss: 8.060, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  27.00 Time: 27:01:04 \n",
      "Ep.:  32540, Loss: 8.852, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  29.00 Time: 27:01:37 \n",
      "Ep.:  32550, Loss: 8.214, Avg.Score: 305.00, Avg.LenOfSnake: 16.17, Max.LenOfSnake:  27.00 Time: 27:02:11 \n",
      "Ep.:  32560, Loss: 9.151, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  24.00 Time: 27:02:44 \n",
      "Ep.:  32570, Loss: 8.232, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  29.00 Time: 27:03:20 \n",
      "Ep.:  32580, Loss: 8.164, Avg.Score: 310.00, Avg.LenOfSnake: 16.33, Max.LenOfSnake:  28.00 Time: 27:03:55 \n",
      "Ep.:  32590, Loss: 7.683, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  29.00 Time: 27:04:29 \n",
      "Ep.:  32600, Loss: 7.517, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  27.00 Time: 27:05:02 \n",
      "Ep.:  32610, Loss: 8.520, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  37.00 Time: 27:05:34 \n",
      "Ep.:  32620, Loss: 10.090, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  27.00 Time: 27:06:07 \n",
      "Ep.:  32630, Loss: 9.343, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  28.00 Time: 27:06:39 \n",
      "Ep.:  32640, Loss: 8.522, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  32.00 Time: 27:07:13 \n",
      "Ep.:  32650, Loss: 9.057, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  24.00 Time: 27:07:43 \n",
      "Ep.:  32660, Loss: 9.408, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  36.00 Time: 27:08:14 \n",
      "Ep.:  32670, Loss: 8.924, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  25.00 Time: 27:08:46 \n",
      "Ep.:  32680, Loss: 9.077, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  28.00 Time: 27:09:19 \n",
      "Ep.:  32690, Loss: 7.602, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  34.00 Time: 27:09:52 \n",
      "Ep.:  32700, Loss: 7.694, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  32.00 Time: 27:10:27 \n",
      "Ep.:  32710, Loss: 8.785, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  26.00 Time: 27:11:01 \n",
      "Ep.:  32720, Loss: 8.607, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  23.00 Time: 27:11:36 \n",
      "Ep.:  32730, Loss: 8.429, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  38.00 Time: 27:12:10 \n",
      "Ep.:  32740, Loss: 8.928, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  30.00 Time: 27:12:44 \n",
      "Ep.:  32750, Loss: 8.509, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  29.00 Time: 27:13:19 \n",
      "Ep.:  32760, Loss: 9.367, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  24.00 Time: 27:13:54 \n",
      "Ep.:  32770, Loss: 8.844, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  28.00 Time: 27:14:29 \n",
      "Ep.:  32780, Loss: 9.921, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  28.00 Time: 27:15:05 \n",
      "Ep.:  32790, Loss: 7.644, Avg.Score: 281.00, Avg.LenOfSnake: 15.37, Max.LenOfSnake:  28.00 Time: 27:15:38 \n",
      "Ep.:  32800, Loss: 7.894, Avg.Score: 341.00, Avg.LenOfSnake: 17.37, Max.LenOfSnake:  40.00 Time: 27:16:14 \n",
      "Ep.:  32810, Loss: 8.686, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  33.00 Time: 27:16:49 \n",
      "Ep.:  32820, Loss: 10.502, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  32.00 Time: 27:17:22 \n",
      "Ep.:  32830, Loss: 10.312, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  25.00 Time: 27:17:54 \n",
      "Ep.:  32840, Loss: 8.468, Avg.Score: 301.00, Avg.LenOfSnake: 16.03, Max.LenOfSnake:  31.00 Time: 27:18:27 \n",
      "Ep.:  32850, Loss: 8.748, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  31.00 Time: 27:19:01 \n",
      "Ep.:  32860, Loss: 9.152, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  27.00 Time: 27:19:34 \n",
      "Ep.:  32870, Loss: 9.162, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  24.00 Time: 27:20:08 \n",
      "Ep.:  32880, Loss: 9.694, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  27.00 Time: 27:20:39 \n",
      "Ep.:  32890, Loss: 8.938, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  24.00 Time: 27:21:11 \n",
      "Ep.:  32900, Loss: 7.763, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  29.00 Time: 27:21:45 \n",
      "Ep.:  32910, Loss: 8.216, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  33.00 Time: 27:22:19 \n",
      "Ep.:  32920, Loss: 9.329, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  31.00 Time: 27:22:55 \n",
      "Ep.:  32930, Loss: 9.252, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  28.00 Time: 27:23:28 \n",
      "Ep.:  32940, Loss: 8.366, Avg.Score: 293.00, Avg.LenOfSnake: 15.77, Max.LenOfSnake:  28.00 Time: 27:24:02 \n",
      "Ep.:  32950, Loss: 8.339, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  43.00 Time: 27:24:37 \n",
      "Ep.:  32960, Loss: 8.269, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  24.00 Time: 27:25:10 \n",
      "Ep.:  32970, Loss: 8.137, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  28.00 Time: 27:25:45 \n",
      "Ep.:  32980, Loss: 9.264, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  26.00 Time: 27:26:18 \n",
      "Ep.:  32990, Loss: 8.386, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  24.00 Time: 27:26:50 \n",
      "Ep.:  33000, Loss: 10.113, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  28.00 Time: 27:27:25 \n",
      "Ep.:  33010, Loss: 9.358, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  30.00 Time: 27:27:59 \n",
      "Ep.:  33020, Loss: 8.318, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  30.00 Time: 27:28:31 \n",
      "Ep.:  33030, Loss: 8.713, Avg.Score: 299.00, Avg.LenOfSnake: 15.97, Max.LenOfSnake:  33.00 Time: 27:29:06 \n",
      "Ep.:  33040, Loss: 9.400, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  25.00 Time: 27:29:39 \n",
      "Ep.:  33050, Loss: 7.660, Avg.Score: 190.00, Avg.LenOfSnake: 12.33, Max.LenOfSnake:  27.00 Time: 27:30:12 \n",
      "Ep.:  33060, Loss: 8.296, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  29.00 Time: 27:30:45 \n",
      "Ep.:  33070, Loss: 8.533, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  28.00 Time: 27:31:20 \n",
      "Ep.:  33080, Loss: 8.605, Avg.Score: 289.00, Avg.LenOfSnake: 15.63, Max.LenOfSnake:  29.00 Time: 27:31:53 \n",
      "Ep.:  33090, Loss: 8.735, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  29.00 Time: 27:32:25 \n",
      "Ep.:  33100, Loss: 9.867, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  29.00 Time: 27:32:59 \n",
      "Ep.:  33110, Loss: 7.675, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  32.00 Time: 27:33:32 \n",
      "Ep.:  33120, Loss: 8.402, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  23.00 Time: 27:34:05 \n",
      "Ep.:  33130, Loss: 8.114, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  27.00 Time: 27:34:39 \n",
      "Ep.:  33140, Loss: 7.958, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  24.00 Time: 27:35:14 \n",
      "Ep.:  33150, Loss: 7.972, Avg.Score: 288.00, Avg.LenOfSnake: 15.60, Max.LenOfSnake:  25.00 Time: 27:35:47 \n",
      "Ep.:  33160, Loss: 8.277, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  38.00 Time: 27:36:20 \n",
      "Ep.:  33170, Loss: 9.046, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  28.00 Time: 27:36:54 \n",
      "Ep.:  33180, Loss: 7.530, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  23.00 Time: 27:37:27 \n",
      "Ep.:  33190, Loss: 8.788, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  35.00 Time: 27:38:02 \n",
      "Ep.:  33200, Loss: 8.883, Avg.Score: 282.00, Avg.LenOfSnake: 15.40, Max.LenOfSnake:  26.00 Time: 27:38:36 \n",
      "Ep.:  33210, Loss: 8.604, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  30.00 Time: 27:39:11 \n",
      "Ep.:  33220, Loss: 8.721, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  29.00 Time: 27:39:44 \n",
      "Ep.:  33230, Loss: 7.618, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  28.00 Time: 27:40:16 \n",
      "Ep.:  33240, Loss: 8.541, Avg.Score: 169.00, Avg.LenOfSnake: 11.63, Max.LenOfSnake:  28.00 Time: 27:40:51 \n",
      "Ep.:  33250, Loss: 8.191, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  26.00 Time: 27:41:25 \n",
      "Ep.:  33260, Loss: 9.233, Avg.Score: 286.00, Avg.LenOfSnake: 15.53, Max.LenOfSnake:  26.00 Time: 27:41:58 \n",
      "Ep.:  33270, Loss: 8.757, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  24.00 Time: 27:42:33 \n",
      "Ep.:  33280, Loss: 8.329, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  26.00 Time: 27:43:06 \n",
      "Ep.:  33290, Loss: 8.453, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  24.00 Time: 27:43:37 \n",
      "Ep.:  33300, Loss: 9.034, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  41.00 Time: 27:44:11 \n",
      "Ep.:  33310, Loss: 8.399, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  30.00 Time: 27:44:44 \n",
      "Ep.:  33320, Loss: 9.390, Avg.Score: 186.00, Avg.LenOfSnake: 12.20, Max.LenOfSnake:  29.00 Time: 27:45:16 \n",
      "Ep.:  33330, Loss: 8.917, Avg.Score: 291.00, Avg.LenOfSnake: 15.70, Max.LenOfSnake:  32.00 Time: 27:45:50 \n",
      "Ep.:  33340, Loss: 9.191, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  27.00 Time: 27:46:23 \n",
      "Ep.:  33350, Loss: 9.781, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  29.00 Time: 27:46:58 \n",
      "Ep.:  33360, Loss: 8.990, Avg.Score: 299.00, Avg.LenOfSnake: 15.97, Max.LenOfSnake:  28.00 Time: 27:47:32 \n",
      "Ep.:  33370, Loss: 9.274, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  32.00 Time: 27:48:05 \n",
      "Ep.:  33380, Loss: 8.210, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  32.00 Time: 27:48:38 \n",
      "Ep.:  33390, Loss: 9.417, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  28.00 Time: 27:49:11 \n",
      "Ep.:  33400, Loss: 9.511, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  27.00 Time: 27:49:46 \n",
      "Ep.:  33410, Loss: 8.097, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  30.00 Time: 27:50:21 \n",
      "Ep.:  33420, Loss: 10.054, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  28.00 Time: 27:50:54 \n",
      "Ep.:  33430, Loss: 8.199, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  29.00 Time: 27:51:27 \n",
      "Ep.:  33440, Loss: 8.951, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  29.00 Time: 27:52:01 \n",
      "Ep.:  33450, Loss: 7.451, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  24.00 Time: 27:52:35 \n",
      "Ep.:  33460, Loss: 9.247, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  29.00 Time: 27:53:08 \n",
      "Ep.:  33470, Loss: 8.355, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  24.00 Time: 27:53:44 \n",
      "Ep.:  33480, Loss: 9.867, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  29.00 Time: 27:54:17 \n",
      "Ep.:  33490, Loss: 8.476, Avg.Score: 189.00, Avg.LenOfSnake: 12.30, Max.LenOfSnake:  25.00 Time: 27:54:51 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  33500, Loss: 8.969, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  24.00 Time: 27:55:24 \n",
      "Ep.:  33510, Loss: 8.445, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  28.00 Time: 27:55:58 \n",
      "Ep.:  33520, Loss: 9.236, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  30.00 Time: 27:56:30 \n",
      "Ep.:  33530, Loss: 9.240, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  19.00 Time: 27:57:02 \n",
      "Ep.:  33540, Loss: 9.389, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  28.00 Time: 27:57:36 \n",
      "Ep.:  33550, Loss: 7.949, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  28.00 Time: 27:58:10 \n",
      "Ep.:  33560, Loss: 9.823, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  24.00 Time: 27:58:42 \n",
      "Ep.:  33570, Loss: 8.628, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  29.00 Time: 27:59:16 \n",
      "Ep.:  33580, Loss: 7.659, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  29.00 Time: 27:59:52 \n",
      "Ep.:  33590, Loss: 9.043, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  27.00 Time: 28:00:25 \n",
      "Ep.:  33600, Loss: 8.935, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  26.00 Time: 28:01:03 \n",
      "Ep.:  33610, Loss: 7.180, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  24.00 Time: 28:01:33 \n",
      "Ep.:  33620, Loss: 10.208, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  28.00 Time: 28:02:06 \n",
      "Ep.:  33630, Loss: 8.713, Avg.Score: 288.00, Avg.LenOfSnake: 15.60, Max.LenOfSnake:  29.00 Time: 28:02:39 \n",
      "Ep.:  33640, Loss: 8.525, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  25.00 Time: 28:03:12 \n",
      "Ep.:  33650, Loss: 9.347, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  28.00 Time: 28:03:46 \n",
      "Ep.:  33660, Loss: 7.588, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  26.00 Time: 28:04:20 \n",
      "Ep.:  33670, Loss: 8.366, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  22.00 Time: 28:04:54 \n",
      "Ep.:  33680, Loss: 7.002, Avg.Score: 142.00, Avg.LenOfSnake: 10.73, Max.LenOfSnake:  21.00 Time: 28:05:28 \n",
      "Ep.:  33690, Loss: 8.997, Avg.Score: 281.00, Avg.LenOfSnake: 15.37, Max.LenOfSnake:  30.00 Time: 28:06:01 \n",
      "Ep.:  33700, Loss: 8.128, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  32.00 Time: 28:06:35 \n",
      "Ep.:  33710, Loss: 9.125, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  24.00 Time: 28:07:09 \n",
      "Ep.:  33720, Loss: 8.640, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  27.00 Time: 28:07:42 \n",
      "Ep.:  33730, Loss: 9.145, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  27.00 Time: 28:08:17 \n",
      "Ep.:  33740, Loss: 10.106, Avg.Score: 286.00, Avg.LenOfSnake: 15.53, Max.LenOfSnake:  28.00 Time: 28:08:51 \n",
      "Ep.:  33750, Loss: 7.890, Avg.Score: 178.00, Avg.LenOfSnake: 11.93, Max.LenOfSnake:  21.00 Time: 28:09:23 \n",
      "Ep.:  33760, Loss: 8.838, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  28.00 Time: 28:09:57 \n",
      "Ep.:  33770, Loss: 8.816, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  31.00 Time: 28:10:32 \n",
      "Ep.:  33780, Loss: 8.889, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  31.00 Time: 28:11:03 \n",
      "Ep.:  33790, Loss: 8.763, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  23.00 Time: 28:11:37 \n",
      "Ep.:  33800, Loss: 8.719, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  26.00 Time: 28:12:11 \n",
      "Ep.:  33810, Loss: 9.455, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  30.00 Time: 28:12:45 \n",
      "Ep.:  33820, Loss: 8.870, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  31.00 Time: 28:13:17 \n",
      "Ep.:  33830, Loss: 9.104, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  21.00 Time: 28:13:51 \n",
      "Ep.:  33840, Loss: 8.362, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  29.00 Time: 28:14:25 \n",
      "Ep.:  33850, Loss: 8.493, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  39.00 Time: 28:14:57 \n",
      "Ep.:  33860, Loss: 8.013, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  32.00 Time: 28:15:31 \n",
      "Ep.:  33870, Loss: 9.192, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  24.00 Time: 28:16:04 \n",
      "Ep.:  33880, Loss: 8.448, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  22.00 Time: 28:16:39 \n",
      "Ep.:  33890, Loss: 8.489, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  24.00 Time: 28:17:13 \n",
      "Ep.:  33900, Loss: 7.931, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  27.00 Time: 28:17:46 \n",
      "Ep.:  33910, Loss: 9.077, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  27.00 Time: 28:18:18 \n",
      "Ep.:  33920, Loss: 8.459, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  27.00 Time: 28:18:50 \n",
      "Ep.:  33930, Loss: 9.741, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  26.00 Time: 28:19:24 \n",
      "Ep.:  33940, Loss: 9.022, Avg.Score: 326.00, Avg.LenOfSnake: 16.87, Max.LenOfSnake:  28.00 Time: 28:19:58 \n",
      "Ep.:  33950, Loss: 9.666, Avg.Score: 311.00, Avg.LenOfSnake: 16.37, Max.LenOfSnake:  30.00 Time: 28:20:32 \n",
      "Ep.:  33960, Loss: 9.363, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  26.00 Time: 28:21:04 \n",
      "Ep.:  33970, Loss: 8.665, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  27.00 Time: 28:21:37 \n",
      "Ep.:  33980, Loss: 9.066, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  35.00 Time: 28:22:10 \n",
      "Ep.:  33990, Loss: 9.798, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  22.00 Time: 28:22:44 \n",
      "Ep.:  34000, Loss: 8.621, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  30.00 Time: 28:23:14 \n",
      "Ep.:  34010, Loss: 8.535, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  29.00 Time: 28:23:49 \n",
      "Ep.:  34020, Loss: 9.898, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  25.00 Time: 28:24:23 \n",
      "Ep.:  34030, Loss: 9.537, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  28.00 Time: 28:24:55 \n",
      "Ep.:  34040, Loss: 8.764, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  22.00 Time: 28:25:28 \n",
      "Ep.:  34050, Loss: 8.555, Avg.Score: 281.00, Avg.LenOfSnake: 15.37, Max.LenOfSnake:  27.00 Time: 28:26:01 \n",
      "Ep.:  34060, Loss: 9.058, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  31.00 Time: 28:26:35 \n",
      "Ep.:  34070, Loss: 8.032, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  30.00 Time: 28:27:07 \n",
      "Ep.:  34080, Loss: 8.292, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  29.00 Time: 28:27:40 \n",
      "Ep.:  34090, Loss: 8.830, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  29.00 Time: 28:28:15 \n",
      "Ep.:  34100, Loss: 8.646, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  22.00 Time: 28:28:51 \n",
      "Ep.:  34110, Loss: 8.626, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  26.00 Time: 28:29:25 \n",
      "Ep.:  34120, Loss: 9.243, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  26.00 Time: 28:29:59 \n",
      "Ep.:  34130, Loss: 9.884, Avg.Score: 298.00, Avg.LenOfSnake: 15.93, Max.LenOfSnake:  34.00 Time: 28:30:34 \n",
      "Ep.:  34140, Loss: 7.926, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  29.00 Time: 28:31:09 \n",
      "Ep.:  34150, Loss: 7.850, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  25.00 Time: 28:31:44 \n",
      "Ep.:  34160, Loss: 8.567, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  24.00 Time: 28:32:17 \n",
      "Ep.:  34170, Loss: 9.100, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  26.00 Time: 28:32:51 \n",
      "Ep.:  34180, Loss: 8.442, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  35.00 Time: 28:33:27 \n",
      "Ep.:  34190, Loss: 7.816, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  29.00 Time: 28:34:00 \n",
      "Ep.:  34200, Loss: 8.436, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  24.00 Time: 28:34:30 \n",
      "Ep.:  34210, Loss: 7.260, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  30.00 Time: 28:35:04 \n",
      "Ep.:  34220, Loss: 8.530, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  33.00 Time: 28:35:38 \n",
      "Ep.:  34230, Loss: 7.365, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  31.00 Time: 28:36:12 \n",
      "Ep.:  34240, Loss: 7.983, Avg.Score: 186.00, Avg.LenOfSnake: 12.20, Max.LenOfSnake:  25.00 Time: 28:36:46 \n",
      "Ep.:  34250, Loss: 8.904, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  24.00 Time: 28:37:20 \n",
      "Ep.:  34260, Loss: 8.815, Avg.Score: 322.00, Avg.LenOfSnake: 16.73, Max.LenOfSnake:  31.00 Time: 28:37:53 \n",
      "Ep.:  34270, Loss: 7.917, Avg.Score: 281.00, Avg.LenOfSnake: 15.37, Max.LenOfSnake:  27.00 Time: 28:38:27 \n",
      "Ep.:  34280, Loss: 7.573, Avg.Score: 317.00, Avg.LenOfSnake: 16.57, Max.LenOfSnake:  31.00 Time: 28:39:03 \n",
      "Ep.:  34290, Loss: 8.914, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  27.00 Time: 28:39:38 \n",
      "Ep.:  34300, Loss: 8.816, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  27.00 Time: 28:40:16 \n",
      "Ep.:  34310, Loss: 9.129, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  26.00 Time: 28:40:55 \n",
      "Ep.:  34320, Loss: 9.014, Avg.Score: 328.00, Avg.LenOfSnake: 16.93, Max.LenOfSnake:  33.00 Time: 28:41:36 \n",
      "Ep.:  34330, Loss: 8.804, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  26.00 Time: 28:42:21 \n",
      "Ep.:  34340, Loss: 8.655, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  26.00 Time: 28:43:01 \n",
      "Ep.:  34350, Loss: 8.324, Avg.Score: 309.00, Avg.LenOfSnake: 16.30, Max.LenOfSnake:  27.00 Time: 28:43:42 \n",
      "Ep.:  34360, Loss: 8.745, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  24.00 Time: 28:44:27 \n",
      "Ep.:  34370, Loss: 7.658, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  30.00 Time: 28:45:14 \n",
      "Ep.:  34380, Loss: 8.709, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  31.00 Time: 28:46:07 \n",
      "Ep.:  34390, Loss: 8.299, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  25.00 Time: 28:46:58 \n",
      "Ep.:  34400, Loss: 8.574, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  30.00 Time: 28:47:38 \n",
      "Ep.:  34410, Loss: 8.438, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  32.00 Time: 28:48:20 \n",
      "Ep.:  34420, Loss: 8.521, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  34.00 Time: 28:49:06 \n",
      "Ep.:  34430, Loss: 8.472, Avg.Score: 303.00, Avg.LenOfSnake: 16.10, Max.LenOfSnake:  32.00 Time: 28:50:11 \n",
      "Ep.:  34440, Loss: 9.504, Avg.Score: 292.00, Avg.LenOfSnake: 15.73, Max.LenOfSnake:  29.00 Time: 28:51:20 \n",
      "Ep.:  34450, Loss: 7.589, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  34.00 Time: 28:52:30 \n",
      "Ep.:  34460, Loss: 9.617, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  23.00 Time: 28:53:11 \n",
      "Ep.:  34470, Loss: 9.881, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  32.00 Time: 28:53:51 \n",
      "Ep.:  34480, Loss: 8.631, Avg.Score: 292.00, Avg.LenOfSnake: 15.73, Max.LenOfSnake:  30.00 Time: 28:54:34 \n",
      "Ep.:  34490, Loss: 8.738, Avg.Score: 304.00, Avg.LenOfSnake: 16.13, Max.LenOfSnake:  27.00 Time: 28:55:20 \n",
      "Ep.:  34500, Loss: 8.566, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  38.00 Time: 28:56:08 \n",
      "Ep.:  34510, Loss: 9.115, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  24.00 Time: 28:57:06 \n",
      "Ep.:  34520, Loss: 8.320, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  28.00 Time: 28:57:47 \n",
      "Ep.:  34530, Loss: 9.065, Avg.Score: 291.00, Avg.LenOfSnake: 15.70, Max.LenOfSnake:  30.00 Time: 28:58:26 \n",
      "Ep.:  34540, Loss: 8.534, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  24.00 Time: 28:59:03 \n",
      "Ep.:  34550, Loss: 9.000, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  25.00 Time: 28:59:39 \n",
      "Ep.:  34560, Loss: 8.865, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  26.00 Time: 29:00:16 \n",
      "Ep.:  34570, Loss: 8.715, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  29.00 Time: 29:00:52 \n",
      "Ep.:  34580, Loss: 8.280, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  24.00 Time: 29:01:32 \n",
      "Ep.:  34590, Loss: 8.480, Avg.Score: 306.00, Avg.LenOfSnake: 16.20, Max.LenOfSnake:  31.00 Time: 29:02:11 \n",
      "Ep.:  34600, Loss: 8.310, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  26.00 Time: 29:02:48 \n",
      "Ep.:  34610, Loss: 9.257, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  28.00 Time: 29:03:23 \n",
      "Ep.:  34620, Loss: 9.354, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  31.00 Time: 29:03:57 \n",
      "Ep.:  34630, Loss: 8.416, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  30.00 Time: 29:04:31 \n",
      "Ep.:  34640, Loss: 7.872, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  42.00 Time: 29:05:07 \n",
      "Ep.:  34650, Loss: 9.033, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  19.00 Time: 29:05:43 \n",
      "Ep.:  34660, Loss: 8.587, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  34.00 Time: 29:06:20 \n",
      "Ep.:  34670, Loss: 8.780, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  22.00 Time: 29:06:57 \n",
      "Ep.:  34680, Loss: 10.145, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  30.00 Time: 29:07:33 \n",
      "Ep.:  34690, Loss: 8.685, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  23.00 Time: 29:08:08 \n",
      "Ep.:  34700, Loss: 8.434, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  34.00 Time: 29:08:46 \n",
      "Ep.:  34710, Loss: 9.025, Avg.Score: 362.00, Avg.LenOfSnake: 18.07, Max.LenOfSnake:  45.00 Time: 29:09:23 \n",
      "Ep.:  34720, Loss: 8.809, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  25.00 Time: 29:10:00 \n",
      "Ep.:  34730, Loss: 8.170, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  26.00 Time: 29:10:34 \n",
      "Ep.:  34740, Loss: 8.696, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  30.00 Time: 29:11:16 \n",
      "Ep.:  34750, Loss: 8.139, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  28.00 Time: 29:11:54 \n",
      "Ep.:  34760, Loss: 8.578, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  26.00 Time: 29:12:29 \n",
      "Ep.:  34770, Loss: 9.471, Avg.Score: 293.00, Avg.LenOfSnake: 15.77, Max.LenOfSnake:  30.00 Time: 29:13:05 \n",
      "Ep.:  34780, Loss: 7.901, Avg.Score: 288.00, Avg.LenOfSnake: 15.60, Max.LenOfSnake:  37.00 Time: 29:13:42 \n",
      "Ep.:  34790, Loss: 7.848, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  29.00 Time: 29:14:19 \n",
      "Ep.:  34800, Loss: 8.277, Avg.Score: 169.00, Avg.LenOfSnake: 11.63, Max.LenOfSnake:  28.00 Time: 29:14:54 \n",
      "Ep.:  34810, Loss: 9.443, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  31.00 Time: 29:15:31 \n",
      "Ep.:  34820, Loss: 8.696, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  27.00 Time: 29:16:09 \n",
      "Ep.:  34830, Loss: 9.122, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  23.00 Time: 29:16:44 \n",
      "Ep.:  34840, Loss: 9.233, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  29.00 Time: 29:17:22 \n",
      "Ep.:  34850, Loss: 7.820, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  27.00 Time: 29:17:56 \n",
      "Ep.:  34860, Loss: 8.960, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  30.00 Time: 29:18:31 \n",
      "Ep.:  34870, Loss: 8.034, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  21.00 Time: 29:19:08 \n",
      "Ep.:  34880, Loss: 8.920, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  30.00 Time: 29:19:43 \n",
      "Ep.:  34890, Loss: 8.339, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  28.00 Time: 29:20:24 \n",
      "Ep.:  34900, Loss: 8.348, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  34.00 Time: 29:21:04 \n",
      "Ep.:  34910, Loss: 7.579, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  32.00 Time: 29:21:41 \n",
      "Ep.:  34920, Loss: 8.637, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  27.00 Time: 29:22:19 \n",
      "Ep.:  34930, Loss: 8.402, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  24.00 Time: 29:23:03 \n",
      "Ep.:  34940, Loss: 8.768, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  29.00 Time: 29:23:43 \n",
      "Ep.:  34950, Loss: 8.657, Avg.Score: 317.00, Avg.LenOfSnake: 16.57, Max.LenOfSnake:  31.00 Time: 29:24:21 \n",
      "Ep.:  34960, Loss: 8.671, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  26.00 Time: 29:25:00 \n",
      "Ep.:  34970, Loss: 8.325, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  27.00 Time: 29:25:45 \n",
      "Ep.:  34980, Loss: 9.234, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  27.00 Time: 29:26:24 \n",
      "Ep.:  34990, Loss: 8.600, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  25.00 Time: 29:27:03 \n",
      "Ep.:  35000, Loss: 8.796, Avg.Score: 299.00, Avg.LenOfSnake: 15.97, Max.LenOfSnake:  30.00 Time: 29:27:48 \n",
      "Ep.:  35010, Loss: 9.448, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  27.00 Time: 29:28:35 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  35020, Loss: 8.605, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  35.00 Time: 29:29:16 \n",
      "Ep.:  35030, Loss: 8.622, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  29.00 Time: 29:29:55 \n",
      "Ep.:  35040, Loss: 9.904, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  35.00 Time: 29:30:43 \n",
      "Ep.:  35050, Loss: 8.681, Avg.Score: 295.00, Avg.LenOfSnake: 15.83, Max.LenOfSnake:  33.00 Time: 29:31:25 \n",
      "Ep.:  35060, Loss: 9.081, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  30.00 Time: 29:32:03 \n",
      "Ep.:  35070, Loss: 8.588, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  35.00 Time: 29:32:44 \n",
      "Ep.:  35080, Loss: 7.935, Avg.Score: 282.00, Avg.LenOfSnake: 15.40, Max.LenOfSnake:  29.00 Time: 29:33:21 \n",
      "Ep.:  35090, Loss: 8.838, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  24.00 Time: 29:34:02 \n",
      "Ep.:  35100, Loss: 8.206, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  30.00 Time: 29:34:44 \n",
      "Ep.:  35110, Loss: 10.366, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  27.00 Time: 29:35:30 \n",
      "Ep.:  35120, Loss: 8.204, Avg.Score: 182.00, Avg.LenOfSnake: 12.07, Max.LenOfSnake:  20.00 Time: 29:36:09 \n",
      "Ep.:  35130, Loss: 9.153, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  26.00 Time: 29:36:59 \n",
      "Ep.:  35140, Loss: 8.547, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  31.00 Time: 29:37:47 \n",
      "Ep.:  35150, Loss: 7.978, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  33.00 Time: 29:38:32 \n",
      "Ep.:  35160, Loss: 8.949, Avg.Score: 178.00, Avg.LenOfSnake: 11.93, Max.LenOfSnake:  24.00 Time: 29:39:21 \n",
      "Ep.:  35170, Loss: 7.877, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  34.00 Time: 29:40:11 \n",
      "Ep.:  35180, Loss: 8.697, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  24.00 Time: 29:41:00 \n",
      "Ep.:  35190, Loss: 9.308, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  26.00 Time: 29:41:52 \n",
      "Ep.:  35200, Loss: 8.618, Avg.Score: 315.00, Avg.LenOfSnake: 16.50, Max.LenOfSnake:  28.00 Time: 29:42:43 \n",
      "Ep.:  35210, Loss: 9.184, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  27.00 Time: 29:43:31 \n",
      "Ep.:  35220, Loss: 9.265, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  24.00 Time: 29:44:23 \n",
      "Ep.:  35230, Loss: 7.910, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  29.00 Time: 29:45:15 \n",
      "Ep.:  35240, Loss: 8.605, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  31.00 Time: 29:46:01 \n",
      "Ep.:  35250, Loss: 8.759, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  29.00 Time: 29:46:47 \n",
      "Ep.:  35260, Loss: 8.528, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  29.00 Time: 29:47:34 \n",
      "Ep.:  35270, Loss: 9.701, Avg.Score: 151.00, Avg.LenOfSnake: 11.03, Max.LenOfSnake:  21.00 Time: 29:48:19 \n",
      "Ep.:  35280, Loss: 8.364, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  29.00 Time: 29:49:06 \n",
      "Ep.:  35290, Loss: 8.604, Avg.Score: 173.00, Avg.LenOfSnake: 11.77, Max.LenOfSnake:  23.00 Time: 29:49:57 \n",
      "Ep.:  35300, Loss: 8.567, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  24.00 Time: 29:50:42 \n",
      "Ep.:  35310, Loss: 8.520, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  32.00 Time: 29:51:30 \n",
      "Ep.:  35320, Loss: 9.606, Avg.Score: 298.00, Avg.LenOfSnake: 15.93, Max.LenOfSnake:  24.00 Time: 29:52:17 \n",
      "Ep.:  35330, Loss: 9.321, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  26.00 Time: 29:53:03 \n",
      "Ep.:  35340, Loss: 8.745, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  29.00 Time: 29:53:51 \n",
      "Ep.:  35350, Loss: 9.927, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  28.00 Time: 29:54:41 \n",
      "Ep.:  35360, Loss: 8.825, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  26.00 Time: 29:55:43 \n",
      "Ep.:  35370, Loss: 8.713, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  26.00 Time: 29:56:24 \n",
      "Ep.:  35380, Loss: 8.677, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  24.00 Time: 29:57:10 \n",
      "Ep.:  35390, Loss: 8.336, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  32.00 Time: 29:57:54 \n",
      "Ep.:  35400, Loss: 8.792, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  30.00 Time: 29:58:39 \n",
      "Ep.:  35410, Loss: 8.586, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  23.00 Time: 29:59:29 \n",
      "Ep.:  35420, Loss: 8.691, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  29.00 Time: 30:00:15 \n",
      "Ep.:  35430, Loss: 8.380, Avg.Score: 178.00, Avg.LenOfSnake: 11.93, Max.LenOfSnake:  24.00 Time: 30:01:14 \n",
      "Ep.:  35440, Loss: 9.053, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  35.00 Time: 30:02:06 \n",
      "Ep.:  35450, Loss: 8.483, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  27.00 Time: 30:02:51 \n",
      "Ep.:  35460, Loss: 10.029, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  36.00 Time: 30:03:33 \n",
      "Ep.:  35470, Loss: 8.681, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  27.00 Time: 30:04:13 \n",
      "Ep.:  35480, Loss: 8.893, Avg.Score: 181.00, Avg.LenOfSnake: 12.03, Max.LenOfSnake:  23.00 Time: 30:04:55 \n",
      "Ep.:  35490, Loss: 8.354, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  28.00 Time: 30:05:34 \n",
      "Ep.:  35500, Loss: 7.913, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  33.00 Time: 30:06:08 \n",
      "Ep.:  35510, Loss: 9.593, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  25.00 Time: 30:06:42 \n",
      "Ep.:  35520, Loss: 9.700, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  27.00 Time: 30:07:17 \n",
      "Ep.:  35530, Loss: 8.395, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  27.00 Time: 30:07:58 \n",
      "Ep.:  35540, Loss: 9.059, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  28.00 Time: 30:08:34 \n",
      "Ep.:  35550, Loss: 8.321, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  30.00 Time: 30:09:13 \n",
      "Ep.:  35560, Loss: 8.453, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  24.00 Time: 30:09:56 \n",
      "Ep.:  35570, Loss: 8.188, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  24.00 Time: 30:10:36 \n",
      "Ep.:  35580, Loss: 9.428, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  28.00 Time: 30:11:21 \n",
      "Ep.:  35590, Loss: 9.867, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  25.00 Time: 30:12:05 \n",
      "Ep.:  35600, Loss: 8.573, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  30.00 Time: 30:12:43 \n",
      "Ep.:  35610, Loss: 9.041, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  25.00 Time: 30:13:19 \n",
      "Ep.:  35620, Loss: 7.251, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  26.00 Time: 30:14:14 \n",
      "Ep.:  35630, Loss: 7.724, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  38.00 Time: 30:14:58 \n",
      "Ep.:  35640, Loss: 8.431, Avg.Score: 297.00, Avg.LenOfSnake: 15.90, Max.LenOfSnake:  29.00 Time: 30:15:53 \n",
      "Ep.:  35650, Loss: 8.923, Avg.Score: 190.00, Avg.LenOfSnake: 12.33, Max.LenOfSnake:  25.00 Time: 30:16:33 \n",
      "Ep.:  35660, Loss: 8.493, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  26.00 Time: 30:17:06 \n",
      "Ep.:  35670, Loss: 8.755, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  29.00 Time: 30:17:41 \n",
      "Ep.:  35680, Loss: 8.868, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  27.00 Time: 30:18:13 \n",
      "Ep.:  35690, Loss: 8.366, Avg.Score: 282.00, Avg.LenOfSnake: 15.40, Max.LenOfSnake:  33.00 Time: 30:18:51 \n",
      "Ep.:  35700, Loss: 8.343, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  28.00 Time: 30:19:33 \n",
      "Ep.:  35710, Loss: 8.575, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  31.00 Time: 30:20:13 \n",
      "Ep.:  35720, Loss: 8.419, Avg.Score: 175.00, Avg.LenOfSnake: 11.83, Max.LenOfSnake:  23.00 Time: 30:20:48 \n",
      "Ep.:  35730, Loss: 8.226, Avg.Score: 292.00, Avg.LenOfSnake: 15.73, Max.LenOfSnake:  37.00 Time: 30:21:28 \n",
      "Ep.:  35740, Loss: 8.466, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  27.00 Time: 30:22:12 \n",
      "Ep.:  35750, Loss: 8.667, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  28.00 Time: 30:22:52 \n",
      "Ep.:  35760, Loss: 8.582, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  32.00 Time: 30:23:32 \n",
      "Ep.:  35770, Loss: 8.488, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  29.00 Time: 30:24:11 \n",
      "Ep.:  35780, Loss: 7.756, Avg.Score: 176.00, Avg.LenOfSnake: 11.87, Max.LenOfSnake:  27.00 Time: 30:24:51 \n",
      "Ep.:  35790, Loss: 8.158, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  34.00 Time: 30:25:27 \n",
      "Ep.:  35800, Loss: 8.191, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  27.00 Time: 30:26:02 \n",
      "Ep.:  35810, Loss: 8.052, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  26.00 Time: 30:26:41 \n",
      "Ep.:  35820, Loss: 9.805, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  25.00 Time: 30:27:22 \n",
      "Ep.:  35830, Loss: 9.246, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  31.00 Time: 30:27:56 \n",
      "Ep.:  35840, Loss: 8.148, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  30.00 Time: 30:28:32 \n",
      "Ep.:  35850, Loss: 8.581, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  25.00 Time: 30:29:06 \n",
      "Ep.:  35860, Loss: 8.218, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  28.00 Time: 30:29:41 \n",
      "Ep.:  35870, Loss: 8.358, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  34.00 Time: 30:30:24 \n",
      "Ep.:  35880, Loss: 9.069, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  25.00 Time: 30:31:00 \n",
      "Ep.:  35890, Loss: 8.234, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  29.00 Time: 30:31:35 \n",
      "Ep.:  35900, Loss: 7.816, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  29.00 Time: 30:32:10 \n",
      "Ep.:  35910, Loss: 8.227, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  29.00 Time: 30:32:47 \n",
      "Ep.:  35920, Loss: 8.444, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  32.00 Time: 30:33:30 \n",
      "Ep.:  35930, Loss: 10.098, Avg.Score: 293.00, Avg.LenOfSnake: 15.77, Max.LenOfSnake:  31.00 Time: 30:34:08 \n",
      "Ep.:  35940, Loss: 8.340, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  30.00 Time: 30:34:47 \n",
      "Ep.:  35950, Loss: 7.991, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  30.00 Time: 30:35:27 \n",
      "Ep.:  35960, Loss: 8.919, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  25.00 Time: 30:36:00 \n",
      "Ep.:  35970, Loss: 8.895, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  32.00 Time: 30:36:37 \n",
      "Ep.:  35980, Loss: 7.628, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  28.00 Time: 30:37:37 \n",
      "Ep.:  35990, Loss: 7.614, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  25.00 Time: 30:38:17 \n",
      "Ep.:  36000, Loss: 8.766, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  27.00 Time: 30:38:56 \n",
      "Ep.:  36010, Loss: 9.573, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  25.00 Time: 30:39:44 \n",
      "Ep.:  36020, Loss: 9.473, Avg.Score: 313.00, Avg.LenOfSnake: 16.43, Max.LenOfSnake:  25.00 Time: 30:40:40 \n",
      "Ep.:  36030, Loss: 9.370, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  30.00 Time: 30:41:29 \n",
      "Ep.:  36040, Loss: 8.382, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  28.00 Time: 30:42:12 \n",
      "Ep.:  36050, Loss: 7.832, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  29.00 Time: 30:42:47 \n",
      "Ep.:  36060, Loss: 9.573, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  25.00 Time: 30:43:25 \n",
      "Ep.:  36070, Loss: 9.088, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  36.00 Time: 30:44:01 \n",
      "Ep.:  36080, Loss: 7.872, Avg.Score: 175.00, Avg.LenOfSnake: 11.83, Max.LenOfSnake:  28.00 Time: 30:44:37 \n",
      "Ep.:  36090, Loss: 7.944, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  22.00 Time: 30:45:11 \n",
      "Ep.:  36100, Loss: 8.597, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  33.00 Time: 30:45:46 \n",
      "Ep.:  36110, Loss: 8.372, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  28.00 Time: 30:46:23 \n",
      "Ep.:  36120, Loss: 7.823, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  28.00 Time: 30:47:01 \n",
      "Ep.:  36130, Loss: 8.737, Avg.Score: 288.00, Avg.LenOfSnake: 15.60, Max.LenOfSnake:  28.00 Time: 30:47:39 \n",
      "Ep.:  36140, Loss: 8.460, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  28.00 Time: 30:48:15 \n",
      "Ep.:  36150, Loss: 9.480, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  28.00 Time: 30:48:51 \n",
      "Ep.:  36160, Loss: 8.420, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  25.00 Time: 30:49:26 \n",
      "Ep.:  36170, Loss: 9.331, Avg.Score: 281.00, Avg.LenOfSnake: 15.37, Max.LenOfSnake:  29.00 Time: 30:50:01 \n",
      "Ep.:  36180, Loss: 8.112, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  29.00 Time: 30:50:41 \n",
      "Ep.:  36190, Loss: 9.572, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  25.00 Time: 30:51:17 \n",
      "Ep.:  36200, Loss: 8.369, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  26.00 Time: 30:51:52 \n",
      "Ep.:  36210, Loss: 8.703, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  25.00 Time: 30:52:29 \n",
      "Ep.:  36220, Loss: 8.801, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  28.00 Time: 30:53:07 \n",
      "Ep.:  36230, Loss: 9.071, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  25.00 Time: 30:53:44 \n",
      "Ep.:  36240, Loss: 8.805, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  27.00 Time: 30:54:23 \n",
      "Ep.:  36250, Loss: 9.563, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  33.00 Time: 30:55:01 \n",
      "Ep.:  36260, Loss: 8.049, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  33.00 Time: 30:55:43 \n",
      "Ep.:  36270, Loss: 9.026, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  23.00 Time: 30:56:19 \n",
      "Ep.:  36280, Loss: 8.882, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  26.00 Time: 30:56:53 \n",
      "Ep.:  36290, Loss: 8.110, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  28.00 Time: 30:57:30 \n",
      "Ep.:  36300, Loss: 8.345, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  29.00 Time: 30:58:06 \n",
      "Ep.:  36310, Loss: 9.395, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  32.00 Time: 30:58:44 \n",
      "Ep.:  36320, Loss: 7.472, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  25.00 Time: 30:59:22 \n",
      "Ep.:  36330, Loss: 8.375, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  26.00 Time: 31:00:00 \n",
      "Ep.:  36340, Loss: 9.591, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  28.00 Time: 31:00:39 \n",
      "Ep.:  36350, Loss: 8.588, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  26.00 Time: 31:01:16 \n",
      "Ep.:  36360, Loss: 8.574, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  24.00 Time: 31:01:55 \n",
      "Ep.:  36370, Loss: 8.834, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  20.00 Time: 31:02:31 \n",
      "Ep.:  36380, Loss: 9.100, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  35.00 Time: 31:03:09 \n",
      "Ep.:  36390, Loss: 8.408, Avg.Score: 293.00, Avg.LenOfSnake: 15.77, Max.LenOfSnake:  31.00 Time: 31:03:51 \n",
      "Ep.:  36400, Loss: 8.849, Avg.Score: 299.00, Avg.LenOfSnake: 15.97, Max.LenOfSnake:  32.00 Time: 31:04:29 \n",
      "Ep.:  36410, Loss: 8.932, Avg.Score: 303.00, Avg.LenOfSnake: 16.10, Max.LenOfSnake:  30.00 Time: 31:05:09 \n",
      "Ep.:  36420, Loss: 8.974, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  27.00 Time: 31:05:44 \n",
      "Ep.:  36430, Loss: 8.418, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  26.00 Time: 31:06:23 \n",
      "Ep.:  36440, Loss: 7.706, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  27.00 Time: 31:07:01 \n",
      "Ep.:  36450, Loss: 8.672, Avg.Score: 320.00, Avg.LenOfSnake: 16.67, Max.LenOfSnake:  29.00 Time: 31:07:41 \n",
      "Ep.:  36460, Loss: 8.324, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  29.00 Time: 31:08:20 \n",
      "Ep.:  36470, Loss: 8.728, Avg.Score: 298.00, Avg.LenOfSnake: 15.93, Max.LenOfSnake:  35.00 Time: 31:08:59 \n",
      "Ep.:  36480, Loss: 9.096, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  34.00 Time: 31:09:37 \n",
      "Ep.:  36490, Loss: 8.405, Avg.Score: 314.00, Avg.LenOfSnake: 16.47, Max.LenOfSnake:  28.00 Time: 31:10:16 \n",
      "Ep.:  36500, Loss: 8.944, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  25.00 Time: 31:11:03 \n",
      "Ep.:  36510, Loss: 9.016, Avg.Score: 295.00, Avg.LenOfSnake: 15.83, Max.LenOfSnake:  28.00 Time: 31:11:42 \n",
      "Ep.:  36520, Loss: 8.637, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  24.00 Time: 31:12:18 \n",
      "Ep.:  36530, Loss: 8.726, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  36.00 Time: 31:12:55 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  36540, Loss: 9.899, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  28.00 Time: 31:13:35 \n",
      "Ep.:  36550, Loss: 8.606, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  23.00 Time: 31:14:11 \n",
      "Ep.:  36560, Loss: 7.915, Avg.Score: 300.00, Avg.LenOfSnake: 16.00, Max.LenOfSnake:  37.00 Time: 31:14:50 \n",
      "Ep.:  36570, Loss: 9.207, Avg.Score: 281.00, Avg.LenOfSnake: 15.37, Max.LenOfSnake:  26.00 Time: 31:15:28 \n",
      "Ep.:  36580, Loss: 9.135, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  32.00 Time: 31:16:08 \n",
      "Ep.:  36590, Loss: 8.445, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  30.00 Time: 31:16:47 \n",
      "Ep.:  36600, Loss: 9.453, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  26.00 Time: 31:17:26 \n",
      "Ep.:  36610, Loss: 9.753, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  28.00 Time: 31:18:06 \n",
      "Ep.:  36620, Loss: 9.819, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  28.00 Time: 31:18:42 \n",
      "Ep.:  36630, Loss: 8.069, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  26.00 Time: 31:19:20 \n",
      "Ep.:  36640, Loss: 8.246, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  26.00 Time: 31:19:58 \n",
      "Ep.:  36650, Loss: 7.550, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  28.00 Time: 31:20:36 \n",
      "Ep.:  36660, Loss: 8.049, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  30.00 Time: 31:21:14 \n",
      "Ep.:  36670, Loss: 9.605, Avg.Score: 281.00, Avg.LenOfSnake: 15.37, Max.LenOfSnake:  30.00 Time: 31:21:54 \n",
      "Ep.:  36680, Loss: 8.752, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  33.00 Time: 31:22:33 \n",
      "Ep.:  36690, Loss: 8.971, Avg.Score: 282.00, Avg.LenOfSnake: 15.40, Max.LenOfSnake:  37.00 Time: 31:23:10 \n",
      "Ep.:  36700, Loss: 8.847, Avg.Score: 186.00, Avg.LenOfSnake: 12.20, Max.LenOfSnake:  23.00 Time: 31:23:49 \n",
      "Ep.:  36710, Loss: 7.755, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  19.00 Time: 31:24:29 \n",
      "Ep.:  36720, Loss: 7.012, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  25.00 Time: 31:25:08 \n",
      "Ep.:  36730, Loss: 8.307, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  25.00 Time: 31:25:52 \n",
      "Ep.:  36740, Loss: 8.735, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  30.00 Time: 31:26:30 \n",
      "Ep.:  36750, Loss: 8.336, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  30.00 Time: 31:27:06 \n",
      "Ep.:  36760, Loss: 8.528, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  30.00 Time: 31:27:44 \n",
      "Ep.:  36770, Loss: 7.291, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  25.00 Time: 31:28:24 \n",
      "Ep.:  36780, Loss: 9.674, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  22.00 Time: 31:29:01 \n",
      "Ep.:  36790, Loss: 7.944, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  26.00 Time: 31:29:37 \n",
      "Ep.:  36800, Loss: 9.316, Avg.Score: 282.00, Avg.LenOfSnake: 15.40, Max.LenOfSnake:  27.00 Time: 31:30:16 \n",
      "Ep.:  36810, Loss: 9.215, Avg.Score: 316.00, Avg.LenOfSnake: 16.53, Max.LenOfSnake:  36.00 Time: 31:30:56 \n",
      "Ep.:  36820, Loss: 8.450, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  27.00 Time: 31:31:34 \n",
      "Ep.:  36830, Loss: 8.276, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  30.00 Time: 31:32:13 \n",
      "Ep.:  36840, Loss: 9.260, Avg.Score: 322.00, Avg.LenOfSnake: 16.73, Max.LenOfSnake:  31.00 Time: 31:32:53 \n",
      "Ep.:  36850, Loss: 8.289, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  25.00 Time: 31:33:32 \n",
      "Ep.:  36860, Loss: 8.037, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  30.00 Time: 31:34:09 \n",
      "Ep.:  36870, Loss: 8.328, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  25.00 Time: 31:34:49 \n",
      "Ep.:  36880, Loss: 9.231, Avg.Score: 308.00, Avg.LenOfSnake: 16.27, Max.LenOfSnake:  32.00 Time: 31:35:27 \n",
      "Ep.:  36890, Loss: 7.584, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  31.00 Time: 31:36:08 \n",
      "Ep.:  36900, Loss: 7.366, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  33.00 Time: 31:36:43 \n",
      "Ep.:  36910, Loss: 9.296, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  24.00 Time: 31:37:24 \n",
      "Ep.:  36920, Loss: 8.908, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  25.00 Time: 31:38:03 \n",
      "Ep.:  36930, Loss: 10.219, Avg.Score: 288.00, Avg.LenOfSnake: 15.60, Max.LenOfSnake:  35.00 Time: 31:38:41 \n",
      "Ep.:  36940, Loss: 8.796, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  25.00 Time: 31:39:19 \n",
      "Ep.:  36950, Loss: 9.096, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  25.00 Time: 31:39:59 \n",
      "Ep.:  36960, Loss: 9.008, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  32.00 Time: 31:40:45 \n",
      "Ep.:  36970, Loss: 10.949, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  28.00 Time: 31:41:26 \n",
      "Ep.:  36980, Loss: 8.211, Avg.Score: 173.00, Avg.LenOfSnake: 11.77, Max.LenOfSnake:  22.00 Time: 31:42:02 \n",
      "Ep.:  36990, Loss: 10.064, Avg.Score: 310.00, Avg.LenOfSnake: 16.33, Max.LenOfSnake:  28.00 Time: 31:42:37 \n",
      "Ep.:  37000, Loss: 8.922, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  26.00 Time: 31:43:15 \n",
      "Ep.:  37010, Loss: 8.592, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  33.00 Time: 31:43:53 \n",
      "Ep.:  37020, Loss: 8.532, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  27.00 Time: 31:44:31 \n",
      "Ep.:  37030, Loss: 8.986, Avg.Score: 339.00, Avg.LenOfSnake: 17.30, Max.LenOfSnake:  36.00 Time: 31:45:11 \n",
      "Ep.:  37040, Loss: 8.533, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  22.00 Time: 31:45:47 \n",
      "Ep.:  37050, Loss: 9.479, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  30.00 Time: 31:46:25 \n",
      "Ep.:  37060, Loss: 8.458, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  34.00 Time: 31:47:04 \n",
      "Ep.:  37070, Loss: 8.409, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  32.00 Time: 31:47:43 \n",
      "Ep.:  37080, Loss: 9.505, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  32.00 Time: 31:48:25 \n",
      "Ep.:  37090, Loss: 9.103, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  33.00 Time: 31:49:01 \n",
      "Ep.:  37100, Loss: 9.066, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  31.00 Time: 31:49:38 \n",
      "Ep.:  37110, Loss: 9.300, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  26.00 Time: 31:50:16 \n",
      "Ep.:  37120, Loss: 8.913, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  26.00 Time: 31:50:55 \n",
      "Ep.:  37130, Loss: 8.461, Avg.Score: 160.00, Avg.LenOfSnake: 11.33, Max.LenOfSnake:  28.00 Time: 31:51:32 \n",
      "Ep.:  37140, Loss: 8.889, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  29.00 Time: 31:52:10 \n",
      "Ep.:  37150, Loss: 8.356, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  24.00 Time: 31:52:48 \n",
      "Ep.:  37160, Loss: 8.921, Avg.Score: 127.00, Avg.LenOfSnake: 10.23, Max.LenOfSnake:  25.00 Time: 31:53:26 \n",
      "Ep.:  37170, Loss: 6.416, Avg.Score: 174.00, Avg.LenOfSnake: 11.80, Max.LenOfSnake:  23.00 Time: 31:54:04 \n",
      "Ep.:  37180, Loss: 9.680, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  25.00 Time: 31:54:39 \n",
      "Ep.:  37190, Loss: 8.589, Avg.Score: 156.00, Avg.LenOfSnake: 11.20, Max.LenOfSnake:  24.00 Time: 31:55:18 \n",
      "Ep.:  37200, Loss: 8.536, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  28.00 Time: 31:56:07 \n",
      "Ep.:  37210, Loss: 7.027, Avg.Score: 159.00, Avg.LenOfSnake: 11.30, Max.LenOfSnake:  20.00 Time: 31:56:44 \n",
      "Ep.:  37220, Loss: 8.316, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  24.00 Time: 31:57:23 \n",
      "Ep.:  37230, Loss: 9.133, Avg.Score: 308.00, Avg.LenOfSnake: 16.27, Max.LenOfSnake:  31.00 Time: 31:58:02 \n",
      "Ep.:  37240, Loss: 10.260, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  24.00 Time: 31:58:41 \n",
      "Ep.:  37250, Loss: 8.494, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  26.00 Time: 31:59:20 \n",
      "Ep.:  37260, Loss: 8.234, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  31.00 Time: 32:00:00 \n",
      "Ep.:  37270, Loss: 8.275, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  32.00 Time: 32:00:39 \n",
      "Ep.:  37280, Loss: 8.774, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  24.00 Time: 32:01:17 \n",
      "Ep.:  37290, Loss: 8.353, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  37.00 Time: 32:01:57 \n",
      "Ep.:  37300, Loss: 8.949, Avg.Score: 180.00, Avg.LenOfSnake: 12.00, Max.LenOfSnake:  25.00 Time: 32:02:35 \n",
      "Ep.:  37310, Loss: 9.462, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  24.00 Time: 32:03:12 \n",
      "Ep.:  37320, Loss: 8.065, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  26.00 Time: 32:03:51 \n",
      "Ep.:  37330, Loss: 9.042, Avg.Score: 293.00, Avg.LenOfSnake: 15.77, Max.LenOfSnake:  29.00 Time: 32:04:31 \n",
      "Ep.:  37340, Loss: 9.737, Avg.Score: 282.00, Avg.LenOfSnake: 15.40, Max.LenOfSnake:  33.00 Time: 32:05:08 \n",
      "Ep.:  37350, Loss: 10.283, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  27.00 Time: 32:05:45 \n",
      "Ep.:  37360, Loss: 8.190, Avg.Score: 309.00, Avg.LenOfSnake: 16.30, Max.LenOfSnake:  38.00 Time: 32:06:24 \n",
      "Ep.:  37370, Loss: 8.960, Avg.Score: 299.00, Avg.LenOfSnake: 15.97, Max.LenOfSnake:  32.00 Time: 32:07:07 \n",
      "Ep.:  37380, Loss: 9.101, Avg.Score: 314.00, Avg.LenOfSnake: 16.47, Max.LenOfSnake:  28.00 Time: 32:07:45 \n",
      "Ep.:  37390, Loss: 8.120, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  23.00 Time: 32:08:23 \n",
      "Ep.:  37400, Loss: 8.768, Avg.Score: 169.00, Avg.LenOfSnake: 11.63, Max.LenOfSnake:  25.00 Time: 32:09:00 \n",
      "Ep.:  37410, Loss: 8.777, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  25.00 Time: 32:09:37 \n",
      "Ep.:  37420, Loss: 8.659, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  27.00 Time: 32:10:16 \n",
      "Ep.:  37430, Loss: 8.491, Avg.Score: 282.00, Avg.LenOfSnake: 15.40, Max.LenOfSnake:  32.00 Time: 32:11:04 \n",
      "Ep.:  37440, Loss: 9.015, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  31.00 Time: 32:11:41 \n",
      "Ep.:  37450, Loss: 7.949, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  34.00 Time: 32:12:18 \n",
      "Ep.:  37460, Loss: 8.601, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  26.00 Time: 32:12:55 \n",
      "Ep.:  37470, Loss: 8.012, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  25.00 Time: 32:13:35 \n",
      "Ep.:  37480, Loss: 9.429, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  28.00 Time: 32:14:13 \n",
      "Ep.:  37490, Loss: 10.002, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  25.00 Time: 32:14:49 \n",
      "Ep.:  37500, Loss: 9.695, Avg.Score: 315.00, Avg.LenOfSnake: 16.50, Max.LenOfSnake:  24.00 Time: 32:15:33 \n",
      "Ep.:  37510, Loss: 8.735, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  34.00 Time: 32:16:14 \n",
      "Ep.:  37520, Loss: 7.460, Avg.Score: 177.00, Avg.LenOfSnake: 11.90, Max.LenOfSnake:  28.00 Time: 32:16:57 \n",
      "Ep.:  37530, Loss: 8.480, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  26.00 Time: 32:17:39 \n",
      "Ep.:  37540, Loss: 8.680, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  30.00 Time: 32:18:20 \n",
      "Ep.:  37550, Loss: 8.339, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  26.00 Time: 32:19:04 \n",
      "Ep.:  37560, Loss: 8.274, Avg.Score: 282.00, Avg.LenOfSnake: 15.40, Max.LenOfSnake:  28.00 Time: 32:20:21 \n",
      "Ep.:  37570, Loss: 8.348, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  29.00 Time: 32:22:18 \n",
      "Ep.:  37580, Loss: 8.860, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  33.00 Time: 32:22:57 \n",
      "Ep.:  37590, Loss: 8.779, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  22.00 Time: 32:23:34 \n",
      "Ep.:  37600, Loss: 8.445, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  26.00 Time: 32:24:14 \n",
      "Ep.:  37610, Loss: 8.592, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  34.00 Time: 32:24:54 \n",
      "Ep.:  37620, Loss: 8.502, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  27.00 Time: 32:25:33 \n",
      "Ep.:  37630, Loss: 9.381, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  27.00 Time: 32:26:24 \n",
      "Ep.:  37640, Loss: 7.532, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  21.00 Time: 32:27:06 \n",
      "Ep.:  37650, Loss: 9.426, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  28.00 Time: 32:27:48 \n",
      "Ep.:  37660, Loss: 8.197, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  23.00 Time: 32:28:22 \n",
      "Ep.:  37670, Loss: 8.644, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  28.00 Time: 32:29:11 \n",
      "Ep.:  37680, Loss: 8.350, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  28.00 Time: 32:30:19 \n",
      "Ep.:  37690, Loss: 8.639, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  26.00 Time: 32:30:55 \n",
      "Ep.:  37700, Loss: 10.363, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  21.00 Time: 32:31:40 \n",
      "Ep.:  37710, Loss: 8.906, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  30.00 Time: 32:33:03 \n",
      "Ep.:  37720, Loss: 9.317, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  22.00 Time: 32:33:43 \n",
      "Ep.:  37730, Loss: 9.695, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  27.00 Time: 32:34:20 \n",
      "Ep.:  37740, Loss: 8.813, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  31.00 Time: 32:34:58 \n",
      "Ep.:  37750, Loss: 7.654, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  21.00 Time: 32:35:35 \n",
      "Ep.:  37760, Loss: 8.738, Avg.Score: 305.00, Avg.LenOfSnake: 16.17, Max.LenOfSnake:  27.00 Time: 32:36:14 \n",
      "Ep.:  37770, Loss: 8.333, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  24.00 Time: 32:36:52 \n",
      "Ep.:  37780, Loss: 9.910, Avg.Score: 306.00, Avg.LenOfSnake: 16.20, Max.LenOfSnake:  31.00 Time: 32:37:51 \n",
      "Ep.:  37790, Loss: 8.808, Avg.Score: 327.00, Avg.LenOfSnake: 16.90, Max.LenOfSnake:  30.00 Time: 32:38:41 \n",
      "Ep.:  37800, Loss: 9.226, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  27.00 Time: 32:39:18 \n",
      "Ep.:  37810, Loss: 8.246, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  26.00 Time: 32:40:19 \n",
      "Ep.:  37820, Loss: 8.870, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  29.00 Time: 32:41:06 \n",
      "Ep.:  37830, Loss: 9.415, Avg.Score: 375.00, Avg.LenOfSnake: 18.50, Max.LenOfSnake:  31.00 Time: 32:41:53 \n",
      "Ep.:  37840, Loss: 7.559, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  32.00 Time: 32:43:10 \n",
      "Ep.:  37850, Loss: 8.561, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  32.00 Time: 32:43:49 \n",
      "Ep.:  37860, Loss: 9.212, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  29.00 Time: 32:45:03 \n",
      "Ep.:  37870, Loss: 8.608, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  31.00 Time: 32:45:41 \n",
      "Ep.:  37880, Loss: 8.202, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  23.00 Time: 32:46:24 \n",
      "Ep.:  37890, Loss: 9.177, Avg.Score: 313.00, Avg.LenOfSnake: 16.43, Max.LenOfSnake:  33.00 Time: 32:47:04 \n",
      "Ep.:  37900, Loss: 8.359, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  35.00 Time: 32:48:04 \n",
      "Ep.:  37910, Loss: 8.642, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  25.00 Time: 32:48:42 \n",
      "Ep.:  37920, Loss: 7.736, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  25.00 Time: 32:49:20 \n",
      "Ep.:  37930, Loss: 8.394, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  30.00 Time: 32:51:33 \n",
      "Ep.:  37940, Loss: 9.318, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  29.00 Time: 32:52:45 \n",
      "Ep.:  37950, Loss: 8.512, Avg.Score: 326.00, Avg.LenOfSnake: 16.87, Max.LenOfSnake:  30.00 Time: 32:53:23 \n",
      "Ep.:  37960, Loss: 7.626, Avg.Score: 153.00, Avg.LenOfSnake: 11.10, Max.LenOfSnake:  25.00 Time: 32:54:03 \n",
      "Ep.:  37970, Loss: 8.268, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  25.00 Time: 32:55:26 \n",
      "Ep.:  37980, Loss: 8.102, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  24.00 Time: 32:56:59 \n",
      "Ep.:  37990, Loss: 8.287, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  29.00 Time: 32:57:38 \n",
      "Ep.:  38000, Loss: 7.537, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  27.00 Time: 32:58:16 \n",
      "Ep.:  38010, Loss: 9.056, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  27.00 Time: 32:58:54 \n",
      "Ep.:  38020, Loss: 7.599, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  29.00 Time: 32:59:36 \n",
      "Ep.:  38030, Loss: 9.023, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  27.00 Time: 33:00:15 \n",
      "Ep.:  38040, Loss: 9.033, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  34.00 Time: 33:00:55 \n",
      "Ep.:  38050, Loss: 6.528, Avg.Score: 175.00, Avg.LenOfSnake: 11.83, Max.LenOfSnake:  20.00 Time: 33:01:30 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  38060, Loss: 9.249, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  28.00 Time: 33:02:08 \n",
      "Ep.:  38070, Loss: 8.876, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  28.00 Time: 33:03:35 \n",
      "Ep.:  38080, Loss: 8.002, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  32.00 Time: 33:04:52 \n",
      "Ep.:  38090, Loss: 8.085, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  25.00 Time: 33:06:02 \n",
      "Ep.:  38100, Loss: 8.430, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  32.00 Time: 33:07:15 \n",
      "Ep.:  38110, Loss: 6.833, Avg.Score: 169.00, Avg.LenOfSnake: 11.63, Max.LenOfSnake:  26.00 Time: 33:08:17 \n",
      "Ep.:  38120, Loss: 9.237, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  28.00 Time: 33:09:24 \n",
      "Ep.:  38130, Loss: 10.800, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  30.00 Time: 33:10:27 \n",
      "Ep.:  38140, Loss: 9.014, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  28.00 Time: 33:11:36 \n",
      "Ep.:  38150, Loss: 10.021, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  26.00 Time: 33:12:42 \n",
      "Ep.:  38160, Loss: 8.852, Avg.Score: 177.00, Avg.LenOfSnake: 11.90, Max.LenOfSnake:  26.00 Time: 33:14:25 \n",
      "Ep.:  38170, Loss: 9.577, Avg.Score: 334.00, Avg.LenOfSnake: 17.13, Max.LenOfSnake:  35.00 Time: 33:15:49 \n",
      "Ep.:  38180, Loss: 8.757, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  26.00 Time: 33:17:10 \n",
      "Ep.:  38190, Loss: 9.031, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  25.00 Time: 33:17:57 \n",
      "Ep.:  38200, Loss: 7.919, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  34.00 Time: 33:18:41 \n",
      "Ep.:  38210, Loss: 9.488, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  27.00 Time: 33:19:18 \n",
      "Ep.:  38220, Loss: 9.234, Avg.Score: 306.00, Avg.LenOfSnake: 16.20, Max.LenOfSnake:  28.00 Time: 33:20:12 \n",
      "Ep.:  38230, Loss: 7.408, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  29.00 Time: 33:21:52 \n",
      "Ep.:  38240, Loss: 8.904, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  30.00 Time: 33:23:08 \n",
      "Ep.:  38250, Loss: 8.604, Avg.Score: 300.00, Avg.LenOfSnake: 16.00, Max.LenOfSnake:  27.00 Time: 33:24:24 \n",
      "Ep.:  38260, Loss: 8.640, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  29.00 Time: 33:25:16 \n",
      "Ep.:  38270, Loss: 8.733, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  30.00 Time: 33:26:26 \n",
      "Ep.:  38280, Loss: 8.494, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  28.00 Time: 33:27:19 \n",
      "Ep.:  38290, Loss: 8.678, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  28.00 Time: 33:27:58 \n",
      "Ep.:  38300, Loss: 7.269, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  30.00 Time: 33:28:38 \n",
      "Ep.:  38310, Loss: 8.535, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  24.00 Time: 33:29:17 \n",
      "Ep.:  38320, Loss: 8.259, Avg.Score: 281.00, Avg.LenOfSnake: 15.37, Max.LenOfSnake:  27.00 Time: 33:30:28 \n",
      "Ep.:  38330, Loss: 9.956, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  29.00 Time: 33:31:05 \n",
      "Ep.:  38340, Loss: 8.312, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  23.00 Time: 33:31:42 \n",
      "Ep.:  38350, Loss: 8.780, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  26.00 Time: 33:32:17 \n",
      "Ep.:  38360, Loss: 8.155, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  26.00 Time: 33:32:54 \n",
      "Ep.:  38370, Loss: 8.424, Avg.Score: 338.00, Avg.LenOfSnake: 17.27, Max.LenOfSnake:  31.00 Time: 33:33:45 \n",
      "Ep.:  38380, Loss: 7.914, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  29.00 Time: 33:34:21 \n",
      "Ep.:  38390, Loss: 7.777, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  28.00 Time: 33:35:04 \n",
      "Ep.:  38400, Loss: 8.700, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  29.00 Time: 33:37:07 \n",
      "Ep.:  38410, Loss: 7.800, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  28.00 Time: 33:38:00 \n",
      "Ep.:  38420, Loss: 8.961, Avg.Score: 286.00, Avg.LenOfSnake: 15.53, Max.LenOfSnake:  25.00 Time: 33:38:38 \n",
      "Ep.:  38430, Loss: 8.689, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  29.00 Time: 33:39:36 \n",
      "Ep.:  38440, Loss: 9.032, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  28.00 Time: 33:40:45 \n",
      "Ep.:  38450, Loss: 8.061, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  39.00 Time: 33:41:53 \n",
      "Ep.:  38460, Loss: 8.946, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  26.00 Time: 33:42:30 \n",
      "Ep.:  38470, Loss: 7.812, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  27.00 Time: 33:43:08 \n",
      "Ep.:  38480, Loss: 8.091, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  35.00 Time: 33:43:46 \n",
      "Ep.:  38490, Loss: 9.330, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  25.00 Time: 33:44:22 \n",
      "Ep.:  38500, Loss: 8.813, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  28.00 Time: 33:44:58 \n",
      "Ep.:  38510, Loss: 8.867, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  27.00 Time: 33:45:45 \n",
      "Ep.:  38520, Loss: 9.482, Avg.Score: 314.00, Avg.LenOfSnake: 16.47, Max.LenOfSnake:  28.00 Time: 33:46:23 \n",
      "Ep.:  38530, Loss: 8.120, Avg.Score: 151.00, Avg.LenOfSnake: 11.03, Max.LenOfSnake:  24.00 Time: 33:47:02 \n",
      "Ep.:  38540, Loss: 8.744, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  34.00 Time: 33:47:45 \n",
      "Ep.:  38550, Loss: 7.913, Avg.Score: 190.00, Avg.LenOfSnake: 12.33, Max.LenOfSnake:  30.00 Time: 33:48:20 \n",
      "Ep.:  38560, Loss: 8.442, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  28.00 Time: 33:48:56 \n",
      "Ep.:  38570, Loss: 7.691, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  26.00 Time: 33:49:32 \n",
      "Ep.:  38580, Loss: 8.479, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  28.00 Time: 33:50:09 \n",
      "Ep.:  38590, Loss: 8.753, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  30.00 Time: 33:50:45 \n",
      "Ep.:  38600, Loss: 9.169, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  32.00 Time: 33:51:43 \n",
      "Ep.:  38610, Loss: 7.874, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  23.00 Time: 33:52:24 \n",
      "Ep.:  38620, Loss: 8.009, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  25.00 Time: 33:53:01 \n",
      "Ep.:  38630, Loss: 8.316, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  22.00 Time: 33:53:37 \n",
      "Ep.:  38640, Loss: 9.202, Avg.Score: 320.00, Avg.LenOfSnake: 16.67, Max.LenOfSnake:  32.00 Time: 33:54:12 \n",
      "Ep.:  38650, Loss: 7.999, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  26.00 Time: 33:54:47 \n",
      "Ep.:  38660, Loss: 9.267, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  28.00 Time: 33:55:23 \n",
      "Ep.:  38670, Loss: 8.105, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  21.00 Time: 33:55:59 \n",
      "Ep.:  38680, Loss: 7.665, Avg.Score: 145.00, Avg.LenOfSnake: 10.83, Max.LenOfSnake:  22.00 Time: 33:56:45 \n",
      "Ep.:  38690, Loss: 8.227, Avg.Score: 298.00, Avg.LenOfSnake: 15.93, Max.LenOfSnake:  27.00 Time: 33:57:23 \n",
      "Ep.:  38700, Loss: 8.512, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  25.00 Time: 33:58:07 \n",
      "Ep.:  38710, Loss: 8.057, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  23.00 Time: 33:58:45 \n",
      "Ep.:  38720, Loss: 7.934, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  25.00 Time: 33:59:22 \n",
      "Ep.:  38730, Loss: 8.599, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  32.00 Time: 33:59:58 \n",
      "Ep.:  38740, Loss: 8.922, Avg.Score: 342.00, Avg.LenOfSnake: 17.40, Max.LenOfSnake:  32.00 Time: 34:00:35 \n",
      "Ep.:  38750, Loss: 7.966, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  24.00 Time: 34:01:11 \n",
      "Ep.:  38760, Loss: 9.104, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  30.00 Time: 34:01:47 \n",
      "Ep.:  38770, Loss: 8.757, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  29.00 Time: 34:02:27 \n",
      "Ep.:  38780, Loss: 8.640, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  43.00 Time: 34:03:03 \n",
      "Ep.:  38790, Loss: 8.816, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  28.00 Time: 34:03:39 \n",
      "Ep.:  38800, Loss: 7.764, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  34.00 Time: 34:04:31 \n",
      "Ep.:  38810, Loss: 8.156, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  26.00 Time: 34:05:26 \n",
      "Ep.:  38820, Loss: 7.502, Avg.Score: 288.00, Avg.LenOfSnake: 15.60, Max.LenOfSnake:  28.00 Time: 34:06:04 \n",
      "Ep.:  38830, Loss: 9.112, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  27.00 Time: 34:06:41 \n",
      "Ep.:  38840, Loss: 7.599, Avg.Score: 152.00, Avg.LenOfSnake: 11.07, Max.LenOfSnake:  21.00 Time: 34:07:16 \n",
      "Ep.:  38850, Loss: 8.481, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  29.00 Time: 34:07:55 \n",
      "Ep.:  38860, Loss: 8.142, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  25.00 Time: 34:08:32 \n",
      "Ep.:  38870, Loss: 6.172, Avg.Score: 134.00, Avg.LenOfSnake: 10.47, Max.LenOfSnake:  23.00 Time: 34:09:07 \n",
      "Ep.:  38880, Loss: 7.451, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  29.00 Time: 34:09:42 \n",
      "Ep.:  38890, Loss: 8.241, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  27.00 Time: 34:10:19 \n",
      "Ep.:  38900, Loss: 8.994, Avg.Score: 283.00, Avg.LenOfSnake: 15.43, Max.LenOfSnake:  26.00 Time: 34:10:55 \n",
      "Ep.:  38910, Loss: 8.269, Avg.Score: 180.00, Avg.LenOfSnake: 12.00, Max.LenOfSnake:  20.00 Time: 34:11:30 \n",
      "Ep.:  38920, Loss: 8.388, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  31.00 Time: 34:12:06 \n",
      "Ep.:  38930, Loss: 8.689, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  25.00 Time: 34:12:42 \n",
      "Ep.:  38940, Loss: 10.160, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  36.00 Time: 34:13:18 \n",
      "Ep.:  38950, Loss: 8.922, Avg.Score: 286.00, Avg.LenOfSnake: 15.53, Max.LenOfSnake:  30.00 Time: 34:13:55 \n",
      "Ep.:  38960, Loss: 7.941, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  27.00 Time: 34:14:31 \n",
      "Ep.:  38970, Loss: 8.762, Avg.Score: 182.00, Avg.LenOfSnake: 12.07, Max.LenOfSnake:  30.00 Time: 34:15:06 \n",
      "Ep.:  38980, Loss: 8.287, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  33.00 Time: 34:15:43 \n",
      "Ep.:  38990, Loss: 8.129, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  26.00 Time: 34:16:17 \n",
      "Ep.:  39000, Loss: 9.196, Avg.Score: 297.00, Avg.LenOfSnake: 15.90, Max.LenOfSnake:  28.00 Time: 34:16:56 \n",
      "Ep.:  39010, Loss: 8.824, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  32.00 Time: 34:17:43 \n",
      "Ep.:  39020, Loss: 8.142, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  22.00 Time: 34:18:28 \n",
      "Ep.:  39030, Loss: 8.590, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  26.00 Time: 34:19:05 \n",
      "Ep.:  39040, Loss: 8.801, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  27.00 Time: 34:19:41 \n",
      "Ep.:  39050, Loss: 9.304, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  29.00 Time: 34:20:17 \n",
      "Ep.:  39060, Loss: 9.530, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  28.00 Time: 34:20:52 \n",
      "Ep.:  39070, Loss: 9.403, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  28.00 Time: 34:21:29 \n",
      "Ep.:  39080, Loss: 9.611, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  26.00 Time: 34:22:04 \n",
      "Ep.:  39090, Loss: 8.348, Avg.Score: 307.00, Avg.LenOfSnake: 16.23, Max.LenOfSnake:  33.00 Time: 34:22:40 \n",
      "Ep.:  39100, Loss: 8.976, Avg.Score: 281.00, Avg.LenOfSnake: 15.37, Max.LenOfSnake:  30.00 Time: 34:23:19 \n",
      "Ep.:  39110, Loss: 8.299, Avg.Score: 142.00, Avg.LenOfSnake: 10.73, Max.LenOfSnake:  21.00 Time: 34:23:54 \n",
      "Ep.:  39120, Loss: 8.627, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  25.00 Time: 34:24:29 \n",
      "Ep.:  39130, Loss: 9.297, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  25.00 Time: 34:25:06 \n",
      "Ep.:  39140, Loss: 10.255, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  25.00 Time: 34:25:46 \n",
      "Ep.:  39150, Loss: 8.419, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  29.00 Time: 34:26:24 \n",
      "Ep.:  39160, Loss: 9.242, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  26.00 Time: 34:27:02 \n",
      "Ep.:  39170, Loss: 9.126, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  21.00 Time: 34:27:41 \n",
      "Ep.:  39180, Loss: 8.410, Avg.Score: 139.00, Avg.LenOfSnake: 10.63, Max.LenOfSnake:  18.00 Time: 34:28:17 \n",
      "Ep.:  39190, Loss: 8.384, Avg.Score: 324.00, Avg.LenOfSnake: 16.80, Max.LenOfSnake:  26.00 Time: 34:28:56 \n",
      "Ep.:  39200, Loss: 8.214, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  29.00 Time: 34:29:32 \n",
      "Ep.:  39210, Loss: 8.082, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  28.00 Time: 34:34:24 \n",
      "Ep.:  39220, Loss: 9.610, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  32.00 Time: 34:35:47 \n",
      "Ep.:  39230, Loss: 10.103, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  25.00 Time: 34:36:37 \n",
      "Ep.:  39240, Loss: 8.692, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  29.00 Time: 34:37:23 \n",
      "Ep.:  39250, Loss: 8.998, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  27.00 Time: 34:38:27 \n",
      "Ep.:  39260, Loss: 8.078, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  23.00 Time: 34:39:08 \n",
      "Ep.:  39270, Loss: 8.252, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  28.00 Time: 34:40:03 \n",
      "Ep.:  39280, Loss: 8.106, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  32.00 Time: 34:43:11 \n",
      "Ep.:  39290, Loss: 8.560, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  35.00 Time: 34:44:17 \n",
      "Ep.:  39300, Loss: 8.057, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  32.00 Time: 34:45:05 \n",
      "Ep.:  39310, Loss: 8.128, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  33.00 Time: 34:45:41 \n",
      "Ep.:  39320, Loss: 8.075, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  24.00 Time: 34:46:24 \n",
      "Ep.:  39330, Loss: 9.195, Avg.Score: 343.00, Avg.LenOfSnake: 17.43, Max.LenOfSnake:  32.00 Time: 34:47:05 \n",
      "Ep.:  39340, Loss: 8.879, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  30.00 Time: 34:47:43 \n",
      "Ep.:  39350, Loss: 8.479, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  26.00 Time: 34:48:22 \n",
      "Ep.:  39360, Loss: 8.691, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  29.00 Time: 34:49:01 \n",
      "Ep.:  39370, Loss: 8.870, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  33.00 Time: 34:49:45 \n",
      "Ep.:  39380, Loss: 7.507, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  29.00 Time: 34:50:26 \n",
      "Ep.:  39390, Loss: 7.833, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  28.00 Time: 34:51:05 \n",
      "Ep.:  39400, Loss: 8.995, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  26.00 Time: 34:51:43 \n",
      "Ep.:  39410, Loss: 7.828, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  27.00 Time: 34:52:22 \n",
      "Ep.:  39420, Loss: 9.288, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  30.00 Time: 34:53:00 \n",
      "Ep.:  39430, Loss: 8.887, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  33.00 Time: 34:53:36 \n",
      "Ep.:  39440, Loss: 8.576, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  26.00 Time: 34:54:10 \n",
      "Ep.:  39450, Loss: 8.110, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  27.00 Time: 34:54:47 \n",
      "Ep.:  39460, Loss: 9.846, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  38.00 Time: 34:55:21 \n",
      "Ep.:  39470, Loss: 6.929, Avg.Score: 168.00, Avg.LenOfSnake: 11.60, Max.LenOfSnake:  21.00 Time: 34:55:58 \n",
      "Ep.:  39480, Loss: 9.667, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  30.00 Time: 34:56:35 \n",
      "Ep.:  39490, Loss: 8.671, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  20.00 Time: 34:57:09 \n",
      "Ep.:  39500, Loss: 8.438, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  27.00 Time: 34:57:46 \n",
      "Ep.:  39510, Loss: 9.136, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  29.00 Time: 34:58:22 \n",
      "Ep.:  39520, Loss: 8.202, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  20.00 Time: 34:59:00 \n",
      "Ep.:  39530, Loss: 10.175, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  20.00 Time: 34:59:36 \n",
      "Ep.:  39540, Loss: 9.856, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  30.00 Time: 35:00:15 \n",
      "Ep.:  39550, Loss: 8.948, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  27.00 Time: 35:00:55 \n",
      "Ep.:  39560, Loss: 8.795, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  28.00 Time: 35:01:38 \n",
      "Ep.:  39570, Loss: 8.018, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  30.00 Time: 35:02:14 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  39580, Loss: 8.268, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  26.00 Time: 35:02:49 \n",
      "Ep.:  39590, Loss: 8.765, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  24.00 Time: 35:03:21 \n",
      "Ep.:  39600, Loss: 8.806, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  26.00 Time: 35:03:57 \n",
      "Ep.:  39610, Loss: 8.753, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  30.00 Time: 35:04:34 \n",
      "Ep.:  39620, Loss: 9.001, Avg.Score: 165.00, Avg.LenOfSnake: 11.50, Max.LenOfSnake:  21.00 Time: 35:05:15 \n",
      "Ep.:  39630, Loss: 9.323, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  29.00 Time: 35:05:58 \n",
      "Ep.:  39640, Loss: 9.459, Avg.Score: 328.00, Avg.LenOfSnake: 16.93, Max.LenOfSnake:  36.00 Time: 35:06:53 \n",
      "Ep.:  39650, Loss: 8.718, Avg.Score: 190.00, Avg.LenOfSnake: 12.33, Max.LenOfSnake:  27.00 Time: 35:07:28 \n",
      "Ep.:  39660, Loss: 9.189, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  24.00 Time: 35:08:08 \n",
      "Ep.:  39670, Loss: 8.044, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  26.00 Time: 35:08:57 \n",
      "Ep.:  39680, Loss: 9.145, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  27.00 Time: 35:09:42 \n",
      "Ep.:  39690, Loss: 9.235, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  43.00 Time: 35:10:20 \n",
      "Ep.:  39700, Loss: 8.115, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  26.00 Time: 35:14:11 \n",
      "Ep.:  39710, Loss: 7.655, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  27.00 Time: 35:14:51 \n",
      "Ep.:  39720, Loss: 9.125, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  23.00 Time: 35:15:30 \n",
      "Ep.:  39730, Loss: 8.804, Avg.Score: 304.00, Avg.LenOfSnake: 16.13, Max.LenOfSnake:  28.00 Time: 35:16:10 \n",
      "Ep.:  39740, Loss: 8.578, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  26.00 Time: 35:16:49 \n",
      "Ep.:  39750, Loss: 6.804, Avg.Score: 171.00, Avg.LenOfSnake: 11.70, Max.LenOfSnake:  30.00 Time: 35:17:40 \n",
      "Ep.:  39760, Loss: 9.339, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  24.00 Time: 35:18:22 \n",
      "Ep.:  39770, Loss: 8.144, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  27.00 Time: 35:19:01 \n",
      "Ep.:  39780, Loss: 8.455, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  25.00 Time: 35:19:38 \n",
      "Ep.:  39790, Loss: 8.823, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  31.00 Time: 35:20:18 \n",
      "Ep.:  39800, Loss: 8.197, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  23.00 Time: 35:20:53 \n",
      "Ep.:  39810, Loss: 8.557, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  29.00 Time: 35:21:29 \n",
      "Ep.:  39820, Loss: 8.604, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  29.00 Time: 35:22:06 \n",
      "Ep.:  39830, Loss: 8.089, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  32.00 Time: 35:22:45 \n",
      "Ep.:  39840, Loss: 7.979, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  31.00 Time: 35:23:21 \n",
      "Ep.:  39850, Loss: 8.663, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  24.00 Time: 35:23:55 \n",
      "Ep.:  39860, Loss: 8.392, Avg.Score: 282.00, Avg.LenOfSnake: 15.40, Max.LenOfSnake:  31.00 Time: 35:24:36 \n",
      "Ep.:  39870, Loss: 8.143, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  29.00 Time: 35:25:12 \n",
      "Ep.:  39880, Loss: 8.750, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  28.00 Time: 35:25:45 \n",
      "Ep.:  39890, Loss: 9.456, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  29.00 Time: 35:26:25 \n",
      "Ep.:  39900, Loss: 8.446, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  37.00 Time: 35:27:03 \n",
      "Ep.:  39910, Loss: 8.838, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  35.00 Time: 35:27:41 \n",
      "Ep.:  39920, Loss: 7.828, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  26.00 Time: 35:28:19 \n",
      "Ep.:  39930, Loss: 8.047, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  23.00 Time: 35:28:54 \n",
      "Ep.:  39940, Loss: 7.655, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  24.00 Time: 35:29:30 \n",
      "Ep.:  39950, Loss: 8.333, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  29.00 Time: 35:30:04 \n",
      "Ep.:  39960, Loss: 10.207, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  25.00 Time: 35:30:42 \n",
      "Ep.:  39970, Loss: 8.626, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  30.00 Time: 35:31:17 \n",
      "Ep.:  39980, Loss: 8.382, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  27.00 Time: 35:31:50 \n",
      "Ep.:  39990, Loss: 8.422, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  21.00 Time: 35:32:25 \n",
      "Ep.:  40000, Loss: 9.373, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  34.00 Time: 35:33:02 \n",
      "Ep.:  40010, Loss: 8.647, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  27.00 Time: 35:33:40 \n",
      "Ep.:  40020, Loss: 8.622, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  26.00 Time: 35:34:14 \n",
      "Ep.:  40030, Loss: 8.376, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  34.00 Time: 35:34:45 \n",
      "Ep.:  40040, Loss: 8.443, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  38.00 Time: 35:35:19 \n",
      "Ep.:  40050, Loss: 7.857, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  29.00 Time: 35:35:50 \n",
      "Ep.:  40060, Loss: 7.827, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  27.00 Time: 35:36:22 \n",
      "Ep.:  40070, Loss: 8.738, Avg.Score: 184.00, Avg.LenOfSnake: 12.13, Max.LenOfSnake:  22.00 Time: 35:36:55 \n",
      "Ep.:  40080, Loss: 6.589, Avg.Score: 184.00, Avg.LenOfSnake: 12.13, Max.LenOfSnake:  33.00 Time: 35:37:30 \n",
      "Ep.:  40090, Loss: 8.373, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  28.00 Time: 35:38:55 \n",
      "Ep.:  40100, Loss: 7.958, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  24.00 Time: 35:39:57 \n",
      "Ep.:  40110, Loss: 8.027, Avg.Score: 189.00, Avg.LenOfSnake: 12.30, Max.LenOfSnake:  26.00 Time: 35:40:33 \n",
      "Ep.:  40120, Loss: 9.568, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  28.00 Time: 35:41:46 \n",
      "Ep.:  40130, Loss: 8.464, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  28.00 Time: 35:43:48 \n",
      "Ep.:  40140, Loss: 8.642, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  27.00 Time: 35:44:24 \n",
      "Ep.:  40150, Loss: 7.843, Avg.Score: 282.00, Avg.LenOfSnake: 15.40, Max.LenOfSnake:  29.00 Time: 35:44:59 \n",
      "Ep.:  40160, Loss: 8.196, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  24.00 Time: 35:45:56 \n",
      "Ep.:  40170, Loss: 9.234, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  25.00 Time: 35:46:33 \n",
      "Ep.:  40180, Loss: 9.105, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  27.00 Time: 35:47:13 \n",
      "Ep.:  40190, Loss: 9.617, Avg.Score: 283.00, Avg.LenOfSnake: 15.43, Max.LenOfSnake:  30.00 Time: 35:47:45 \n",
      "Ep.:  40200, Loss: 7.961, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  28.00 Time: 35:48:20 \n",
      "Ep.:  40210, Loss: 9.850, Avg.Score: 296.00, Avg.LenOfSnake: 15.87, Max.LenOfSnake:  36.00 Time: 35:48:54 \n",
      "Ep.:  40220, Loss: 9.313, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  21.00 Time: 35:49:29 \n",
      "Ep.:  40230, Loss: 7.968, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  24.00 Time: 35:50:04 \n",
      "Ep.:  40240, Loss: 7.870, Avg.Score: 288.00, Avg.LenOfSnake: 15.60, Max.LenOfSnake:  28.00 Time: 35:50:40 \n",
      "Ep.:  40250, Loss: 9.243, Avg.Score: 297.00, Avg.LenOfSnake: 15.90, Max.LenOfSnake:  26.00 Time: 35:51:15 \n",
      "Ep.:  40260, Loss: 8.848, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  26.00 Time: 35:51:49 \n",
      "Ep.:  40270, Loss: 8.761, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  28.00 Time: 35:52:25 \n",
      "Ep.:  40280, Loss: 8.921, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  26.00 Time: 35:53:00 \n",
      "Ep.:  40290, Loss: 9.179, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  29.00 Time: 35:53:36 \n",
      "Ep.:  40300, Loss: 7.880, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  28.00 Time: 35:54:10 \n",
      "Ep.:  40310, Loss: 9.082, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  22.00 Time: 35:54:42 \n",
      "Ep.:  40320, Loss: 8.109, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  28.00 Time: 35:55:18 \n",
      "Ep.:  40330, Loss: 8.262, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  22.00 Time: 35:55:51 \n",
      "Ep.:  40340, Loss: 9.393, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  26.00 Time: 35:56:26 \n",
      "Ep.:  40350, Loss: 9.289, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  24.00 Time: 35:57:00 \n",
      "Ep.:  40360, Loss: 7.497, Avg.Score: 182.00, Avg.LenOfSnake: 12.07, Max.LenOfSnake:  24.00 Time: 35:57:33 \n",
      "Ep.:  40370, Loss: 8.475, Avg.Score: 293.00, Avg.LenOfSnake: 15.77, Max.LenOfSnake:  29.00 Time: 35:58:04 \n",
      "Ep.:  40380, Loss: 8.589, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  26.00 Time: 35:58:36 \n",
      "Ep.:  40390, Loss: 9.205, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  28.00 Time: 35:59:10 \n",
      "Ep.:  40400, Loss: 7.849, Avg.Score: 169.00, Avg.LenOfSnake: 11.63, Max.LenOfSnake:  23.00 Time: 35:59:46 \n",
      "Ep.:  40410, Loss: 9.015, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  29.00 Time: 36:00:18 \n",
      "Ep.:  40420, Loss: 8.868, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  26.00 Time: 36:00:53 \n",
      "Ep.:  40430, Loss: 9.934, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  31.00 Time: 36:01:33 \n",
      "Ep.:  40440, Loss: 9.772, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  29.00 Time: 36:02:10 \n",
      "Ep.:  40450, Loss: 9.584, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  27.00 Time: 36:02:44 \n",
      "Ep.:  40460, Loss: 8.477, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  26.00 Time: 36:03:18 \n",
      "Ep.:  40470, Loss: 7.628, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  24.00 Time: 36:03:53 \n",
      "Ep.:  40480, Loss: 7.791, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  27.00 Time: 36:04:30 \n",
      "Ep.:  40490, Loss: 8.941, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  28.00 Time: 36:05:18 \n",
      "Ep.:  40500, Loss: 9.106, Avg.Score: 177.00, Avg.LenOfSnake: 11.90, Max.LenOfSnake:  24.00 Time: 36:05:51 \n",
      "Ep.:  40510, Loss: 7.838, Avg.Score: 166.00, Avg.LenOfSnake: 11.53, Max.LenOfSnake:  22.00 Time: 36:06:25 \n",
      "Ep.:  40520, Loss: 7.765, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  27.00 Time: 36:06:57 \n",
      "Ep.:  40530, Loss: 7.956, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  26.00 Time: 36:07:29 \n",
      "Ep.:  40540, Loss: 9.010, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  26.00 Time: 36:08:07 \n",
      "Ep.:  40550, Loss: 9.513, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  27.00 Time: 36:08:46 \n",
      "Ep.:  40560, Loss: 9.269, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  29.00 Time: 36:09:18 \n",
      "Ep.:  40570, Loss: 8.244, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  33.00 Time: 36:09:51 \n",
      "Ep.:  40580, Loss: 8.995, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  29.00 Time: 36:10:26 \n",
      "Ep.:  40590, Loss: 8.543, Avg.Score: 325.00, Avg.LenOfSnake: 16.83, Max.LenOfSnake:  31.00 Time: 36:11:06 \n",
      "Ep.:  40600, Loss: 8.702, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  24.00 Time: 36:11:46 \n",
      "Ep.:  40610, Loss: 9.193, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  30.00 Time: 36:12:22 \n",
      "Ep.:  40620, Loss: 8.097, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  25.00 Time: 36:12:58 \n",
      "Ep.:  40630, Loss: 8.330, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  27.00 Time: 36:13:31 \n",
      "Ep.:  40640, Loss: 7.850, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  26.00 Time: 36:14:07 \n",
      "Ep.:  40650, Loss: 8.133, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  29.00 Time: 36:14:42 \n",
      "Ep.:  40660, Loss: 9.022, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  24.00 Time: 36:15:15 \n",
      "Ep.:  40670, Loss: 7.639, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  28.00 Time: 36:15:48 \n",
      "Ep.:  40680, Loss: 8.300, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  29.00 Time: 36:16:21 \n",
      "Ep.:  40690, Loss: 7.834, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  23.00 Time: 36:16:55 \n",
      "Ep.:  40700, Loss: 8.504, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  28.00 Time: 36:17:27 \n",
      "Ep.:  40710, Loss: 9.290, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  24.00 Time: 36:18:02 \n",
      "Ep.:  40720, Loss: 8.854, Avg.Score: 289.00, Avg.LenOfSnake: 15.63, Max.LenOfSnake:  35.00 Time: 36:18:33 \n",
      "Ep.:  40730, Loss: 7.502, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  28.00 Time: 36:19:08 \n",
      "Ep.:  40740, Loss: 8.641, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  27.00 Time: 36:19:40 \n",
      "Ep.:  40750, Loss: 9.561, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  26.00 Time: 36:20:14 \n",
      "Ep.:  40760, Loss: 8.447, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  26.00 Time: 36:20:45 \n",
      "Ep.:  40770, Loss: 8.487, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  25.00 Time: 36:21:18 \n",
      "Ep.:  40780, Loss: 8.404, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  27.00 Time: 36:21:50 \n",
      "Ep.:  40790, Loss: 7.926, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  24.00 Time: 36:22:24 \n",
      "Ep.:  40800, Loss: 7.989, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  34.00 Time: 36:22:57 \n",
      "Ep.:  40810, Loss: 9.082, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  27.00 Time: 36:23:30 \n",
      "Ep.:  40820, Loss: 8.091, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  28.00 Time: 36:24:06 \n",
      "Ep.:  40830, Loss: 9.423, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  35.00 Time: 36:24:59 \n",
      "Ep.:  40840, Loss: 8.554, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  30.00 Time: 36:25:36 \n",
      "Ep.:  40850, Loss: 8.882, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  29.00 Time: 36:26:10 \n",
      "Ep.:  40860, Loss: 8.184, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  22.00 Time: 36:26:46 \n",
      "Ep.:  40870, Loss: 8.517, Avg.Score: 295.00, Avg.LenOfSnake: 15.83, Max.LenOfSnake:  33.00 Time: 36:27:18 \n",
      "Ep.:  40880, Loss: 8.571, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  27.00 Time: 36:27:51 \n",
      "Ep.:  40890, Loss: 8.587, Avg.Score: 186.00, Avg.LenOfSnake: 12.20, Max.LenOfSnake:  26.00 Time: 36:28:26 \n",
      "Ep.:  40900, Loss: 7.846, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  23.00 Time: 36:28:59 \n",
      "Ep.:  40910, Loss: 7.911, Avg.Score: 184.00, Avg.LenOfSnake: 12.13, Max.LenOfSnake:  27.00 Time: 36:29:34 \n",
      "Ep.:  40920, Loss: 7.798, Avg.Score: 163.00, Avg.LenOfSnake: 11.43, Max.LenOfSnake:  25.00 Time: 36:30:06 \n",
      "Ep.:  40930, Loss: 9.189, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  26.00 Time: 36:30:42 \n",
      "Ep.:  40940, Loss: 8.520, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  27.00 Time: 36:31:17 \n",
      "Ep.:  40950, Loss: 7.939, Avg.Score: 154.00, Avg.LenOfSnake: 11.13, Max.LenOfSnake:  27.00 Time: 36:31:48 \n",
      "Ep.:  40960, Loss: 8.565, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  24.00 Time: 36:32:21 \n",
      "Ep.:  40970, Loss: 8.309, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  26.00 Time: 36:32:53 \n",
      "Ep.:  40980, Loss: 9.548, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  27.00 Time: 36:33:28 \n",
      "Ep.:  40990, Loss: 7.410, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  30.00 Time: 36:34:02 \n",
      "Ep.:  41000, Loss: 8.143, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  35.00 Time: 36:34:34 \n",
      "Ep.:  41010, Loss: 8.024, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  25.00 Time: 36:35:05 \n",
      "Ep.:  41020, Loss: 8.598, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  30.00 Time: 36:35:39 \n",
      "Ep.:  41030, Loss: 8.680, Avg.Score: 157.00, Avg.LenOfSnake: 11.23, Max.LenOfSnake:  18.00 Time: 36:36:11 \n",
      "Ep.:  41040, Loss: 8.522, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  29.00 Time: 36:36:46 \n",
      "Ep.:  41050, Loss: 9.071, Avg.Score: 157.00, Avg.LenOfSnake: 11.23, Max.LenOfSnake:  22.00 Time: 36:37:19 \n",
      "Ep.:  41060, Loss: 8.557, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  28.00 Time: 36:37:52 \n",
      "Ep.:  41070, Loss: 9.108, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  28.00 Time: 36:38:26 \n",
      "Ep.:  41080, Loss: 8.418, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  35.00 Time: 36:39:01 \n",
      "Ep.:  41090, Loss: 7.157, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  24.00 Time: 36:39:36 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  41100, Loss: 9.779, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  23.00 Time: 36:40:07 \n",
      "Ep.:  41110, Loss: 8.769, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  25.00 Time: 36:40:40 \n",
      "Ep.:  41120, Loss: 8.427, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  27.00 Time: 36:41:12 \n",
      "Ep.:  41130, Loss: 8.626, Avg.Score: 184.00, Avg.LenOfSnake: 12.13, Max.LenOfSnake:  25.00 Time: 36:41:45 \n",
      "Ep.:  41140, Loss: 9.223, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  30.00 Time: 36:42:18 \n",
      "Ep.:  41150, Loss: 8.480, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  27.00 Time: 36:42:52 \n",
      "Ep.:  41160, Loss: 8.039, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  25.00 Time: 36:43:28 \n",
      "Ep.:  41170, Loss: 9.781, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  26.00 Time: 36:44:02 \n",
      "Ep.:  41180, Loss: 9.058, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  30.00 Time: 36:44:37 \n",
      "Ep.:  41190, Loss: 7.944, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  25.00 Time: 36:45:12 \n",
      "Ep.:  41200, Loss: 8.701, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  31.00 Time: 36:45:49 \n",
      "Ep.:  41210, Loss: 9.879, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  29.00 Time: 36:46:23 \n",
      "Ep.:  41220, Loss: 7.840, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  21.00 Time: 36:46:54 \n",
      "Ep.:  41230, Loss: 8.204, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  31.00 Time: 36:47:27 \n",
      "Ep.:  41240, Loss: 8.463, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  33.00 Time: 36:47:59 \n",
      "Ep.:  41250, Loss: 7.533, Avg.Score: 155.00, Avg.LenOfSnake: 11.17, Max.LenOfSnake:  31.00 Time: 36:48:30 \n",
      "Ep.:  41260, Loss: 8.380, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  26.00 Time: 36:49:05 \n",
      "Ep.:  41270, Loss: 7.821, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  23.00 Time: 36:49:37 \n",
      "Ep.:  41280, Loss: 7.834, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  34.00 Time: 36:50:11 \n",
      "Ep.:  41290, Loss: 8.774, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  24.00 Time: 36:50:44 \n",
      "Ep.:  41300, Loss: 7.703, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  23.00 Time: 36:51:18 \n",
      "Ep.:  41310, Loss: 9.384, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  24.00 Time: 36:51:51 \n",
      "Ep.:  41320, Loss: 8.280, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  30.00 Time: 36:52:23 \n",
      "Ep.:  41330, Loss: 8.929, Avg.Score: 301.00, Avg.LenOfSnake: 16.03, Max.LenOfSnake:  26.00 Time: 36:52:57 \n",
      "Ep.:  41340, Loss: 9.140, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  28.00 Time: 36:53:31 \n",
      "Ep.:  41350, Loss: 6.989, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  25.00 Time: 36:54:05 \n",
      "Ep.:  41360, Loss: 7.632, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  31.00 Time: 36:54:39 \n",
      "Ep.:  41370, Loss: 8.246, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  25.00 Time: 36:55:10 \n",
      "Ep.:  41380, Loss: 7.922, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  30.00 Time: 36:55:40 \n",
      "Ep.:  41390, Loss: 9.874, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  30.00 Time: 36:56:13 \n",
      "Ep.:  41400, Loss: 8.121, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  26.00 Time: 36:56:49 \n",
      "Ep.:  41410, Loss: 7.924, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  36.00 Time: 36:57:21 \n",
      "Ep.:  41420, Loss: 8.400, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  31.00 Time: 36:57:54 \n",
      "Ep.:  41430, Loss: 8.970, Avg.Score: 161.00, Avg.LenOfSnake: 11.37, Max.LenOfSnake:  23.00 Time: 36:58:27 \n",
      "Ep.:  41440, Loss: 8.778, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  34.00 Time: 36:58:59 \n",
      "Ep.:  41450, Loss: 8.549, Avg.Score: 296.00, Avg.LenOfSnake: 15.87, Max.LenOfSnake:  24.00 Time: 36:59:34 \n",
      "Ep.:  41460, Loss: 8.029, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  30.00 Time: 37:00:08 \n",
      "Ep.:  41470, Loss: 8.585, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  27.00 Time: 37:00:43 \n",
      "Ep.:  41480, Loss: 7.788, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  30.00 Time: 37:01:16 \n",
      "Ep.:  41490, Loss: 8.364, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  30.00 Time: 37:01:51 \n",
      "Ep.:  41500, Loss: 9.072, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  24.00 Time: 37:02:24 \n",
      "Ep.:  41510, Loss: 7.947, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  23.00 Time: 37:02:57 \n",
      "Ep.:  41520, Loss: 7.948, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  28.00 Time: 37:03:30 \n",
      "Ep.:  41530, Loss: 8.214, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  29.00 Time: 37:04:03 \n",
      "Ep.:  41540, Loss: 8.136, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  24.00 Time: 37:04:36 \n",
      "Ep.:  41550, Loss: 8.325, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  23.00 Time: 37:05:10 \n",
      "Ep.:  41560, Loss: 8.192, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  29.00 Time: 37:05:44 \n",
      "Ep.:  41570, Loss: 9.319, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  28.00 Time: 37:06:18 \n",
      "Ep.:  41580, Loss: 9.009, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  31.00 Time: 37:06:52 \n",
      "Ep.:  41590, Loss: 9.089, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  31.00 Time: 37:07:25 \n",
      "Ep.:  41600, Loss: 8.769, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  29.00 Time: 37:07:58 \n",
      "Ep.:  41610, Loss: 8.369, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  23.00 Time: 37:08:30 \n",
      "Ep.:  41620, Loss: 9.990, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  26.00 Time: 37:09:04 \n",
      "Ep.:  41630, Loss: 7.849, Avg.Score: 327.00, Avg.LenOfSnake: 16.90, Max.LenOfSnake:  32.00 Time: 37:09:39 \n",
      "Ep.:  41640, Loss: 8.407, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  24.00 Time: 37:10:13 \n",
      "Ep.:  41650, Loss: 8.698, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  31.00 Time: 37:10:45 \n",
      "Ep.:  41660, Loss: 8.279, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  27.00 Time: 37:11:19 \n",
      "Ep.:  41670, Loss: 8.224, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  40.00 Time: 37:11:52 \n",
      "Ep.:  41680, Loss: 9.367, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  27.00 Time: 37:12:25 \n",
      "Ep.:  41690, Loss: 7.933, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  28.00 Time: 37:13:00 \n",
      "Ep.:  41700, Loss: 8.454, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  32.00 Time: 37:13:34 \n",
      "Ep.:  41710, Loss: 8.032, Avg.Score: 286.00, Avg.LenOfSnake: 15.53, Max.LenOfSnake:  28.00 Time: 37:14:10 \n",
      "Ep.:  41720, Loss: 8.171, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  23.00 Time: 37:14:46 \n",
      "Ep.:  41730, Loss: 8.784, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  27.00 Time: 37:15:18 \n",
      "Ep.:  41740, Loss: 8.308, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  21.00 Time: 37:15:52 \n",
      "Ep.:  41750, Loss: 7.422, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  27.00 Time: 37:16:25 \n",
      "Ep.:  41760, Loss: 8.631, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  26.00 Time: 37:16:59 \n",
      "Ep.:  41770, Loss: 8.173, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  26.00 Time: 37:17:33 \n",
      "Ep.:  41780, Loss: 9.345, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  27.00 Time: 37:18:06 \n",
      "Ep.:  41790, Loss: 7.502, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  23.00 Time: 37:18:38 \n",
      "Ep.:  41800, Loss: 7.224, Avg.Score: 139.00, Avg.LenOfSnake: 10.63, Max.LenOfSnake:  21.00 Time: 37:19:09 \n",
      "Ep.:  41810, Loss: 8.590, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  25.00 Time: 37:19:41 \n",
      "Ep.:  41820, Loss: 9.191, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  29.00 Time: 37:20:14 \n",
      "Ep.:  41830, Loss: 8.231, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  31.00 Time: 37:20:49 \n",
      "Ep.:  41840, Loss: 8.007, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  35.00 Time: 37:21:24 \n",
      "Ep.:  41850, Loss: 9.188, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  24.00 Time: 37:21:55 \n",
      "Ep.:  41860, Loss: 8.533, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  28.00 Time: 37:22:30 \n",
      "Ep.:  41870, Loss: 8.585, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  26.00 Time: 37:23:02 \n",
      "Ep.:  41880, Loss: 7.905, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  28.00 Time: 37:23:36 \n",
      "Ep.:  41890, Loss: 8.083, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  31.00 Time: 37:24:11 \n",
      "Ep.:  41900, Loss: 8.887, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  24.00 Time: 37:24:43 \n",
      "Ep.:  41910, Loss: 9.216, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  27.00 Time: 37:25:18 \n",
      "Ep.:  41920, Loss: 8.773, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  31.00 Time: 37:25:52 \n",
      "Ep.:  41930, Loss: 8.781, Avg.Score: 168.00, Avg.LenOfSnake: 11.60, Max.LenOfSnake:  20.00 Time: 37:26:24 \n",
      "Ep.:  41940, Loss: 8.821, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  32.00 Time: 37:26:59 \n",
      "Ep.:  41950, Loss: 7.731, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  30.00 Time: 37:27:31 \n",
      "Ep.:  41960, Loss: 8.992, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  36.00 Time: 37:28:03 \n",
      "Ep.:  41970, Loss: 8.892, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  35.00 Time: 37:28:53 \n",
      "Ep.:  41980, Loss: 7.200, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  23.00 Time: 37:29:54 \n",
      "Ep.:  41990, Loss: 8.132, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  24.00 Time: 37:30:37 \n",
      "Ep.:  42000, Loss: 8.195, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  21.00 Time: 37:31:16 \n",
      "Ep.:  42010, Loss: 7.697, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  38.00 Time: 37:31:54 \n",
      "Ep.:  42020, Loss: 7.312, Avg.Score: 338.00, Avg.LenOfSnake: 17.27, Max.LenOfSnake:  29.00 Time: 37:32:39 \n",
      "Ep.:  42030, Loss: 9.242, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  30.00 Time: 37:33:15 \n",
      "Ep.:  42040, Loss: 8.153, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  30.00 Time: 37:33:51 \n",
      "Ep.:  42050, Loss: 7.834, Avg.Score: 308.00, Avg.LenOfSnake: 16.27, Max.LenOfSnake:  29.00 Time: 37:34:28 \n",
      "Ep.:  42060, Loss: 8.828, Avg.Score: 306.00, Avg.LenOfSnake: 16.20, Max.LenOfSnake:  39.00 Time: 37:35:04 \n",
      "Ep.:  42070, Loss: 7.537, Avg.Score: 145.00, Avg.LenOfSnake: 10.83, Max.LenOfSnake:  26.00 Time: 37:35:36 \n",
      "Ep.:  42080, Loss: 9.432, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  24.00 Time: 37:36:12 \n",
      "Ep.:  42090, Loss: 8.604, Avg.Score: 283.00, Avg.LenOfSnake: 15.43, Max.LenOfSnake:  28.00 Time: 37:36:47 \n",
      "Ep.:  42100, Loss: 7.744, Avg.Score: 182.00, Avg.LenOfSnake: 12.07, Max.LenOfSnake:  29.00 Time: 37:37:19 \n",
      "Ep.:  42110, Loss: 7.985, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  24.00 Time: 37:37:55 \n",
      "Ep.:  42120, Loss: 8.314, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  23.00 Time: 37:38:26 \n",
      "Ep.:  42130, Loss: 8.382, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  25.00 Time: 37:39:01 \n",
      "Ep.:  42140, Loss: 8.653, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  24.00 Time: 37:39:34 \n",
      "Ep.:  42150, Loss: 8.303, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  23.00 Time: 37:40:09 \n",
      "Ep.:  42160, Loss: 8.255, Avg.Score: 288.00, Avg.LenOfSnake: 15.60, Max.LenOfSnake:  28.00 Time: 37:40:42 \n",
      "Ep.:  42170, Loss: 8.864, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  28.00 Time: 37:41:19 \n",
      "Ep.:  42180, Loss: 8.040, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  27.00 Time: 37:41:54 \n",
      "Ep.:  42190, Loss: 8.117, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  31.00 Time: 37:42:28 \n",
      "Ep.:  42200, Loss: 8.449, Avg.Score: 190.00, Avg.LenOfSnake: 12.33, Max.LenOfSnake:  27.00 Time: 37:43:03 \n",
      "Ep.:  42210, Loss: 8.093, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  25.00 Time: 37:43:39 \n",
      "Ep.:  42220, Loss: 8.423, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  31.00 Time: 37:44:23 \n",
      "Ep.:  42230, Loss: 9.303, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  25.00 Time: 37:44:57 \n",
      "Ep.:  42240, Loss: 8.801, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  30.00 Time: 37:45:31 \n",
      "Ep.:  42250, Loss: 8.285, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  23.00 Time: 37:46:04 \n",
      "Ep.:  42260, Loss: 8.470, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  26.00 Time: 37:46:37 \n",
      "Ep.:  42270, Loss: 8.190, Avg.Score: 162.00, Avg.LenOfSnake: 11.40, Max.LenOfSnake:  32.00 Time: 37:47:11 \n",
      "Ep.:  42280, Loss: 8.048, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  22.00 Time: 37:47:43 \n",
      "Ep.:  42290, Loss: 8.963, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  24.00 Time: 37:48:16 \n",
      "Ep.:  42300, Loss: 7.801, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  28.00 Time: 37:48:48 \n",
      "Ep.:  42310, Loss: 8.343, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  21.00 Time: 37:49:22 \n",
      "Ep.:  42320, Loss: 8.137, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  24.00 Time: 37:49:57 \n",
      "Ep.:  42330, Loss: 8.002, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  25.00 Time: 37:50:27 \n",
      "Ep.:  42340, Loss: 8.561, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  25.00 Time: 37:51:01 \n",
      "Ep.:  42350, Loss: 9.772, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  31.00 Time: 37:51:35 \n",
      "Ep.:  42360, Loss: 8.556, Avg.Score: 291.00, Avg.LenOfSnake: 15.70, Max.LenOfSnake:  29.00 Time: 37:52:10 \n",
      "Ep.:  42370, Loss: 8.271, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  29.00 Time: 37:52:43 \n",
      "Ep.:  42380, Loss: 7.586, Avg.Score: 140.00, Avg.LenOfSnake: 10.67, Max.LenOfSnake:  21.00 Time: 37:53:16 \n",
      "Ep.:  42390, Loss: 7.507, Avg.Score: 176.00, Avg.LenOfSnake: 11.87, Max.LenOfSnake:  23.00 Time: 37:53:48 \n",
      "Ep.:  42400, Loss: 8.475, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  33.00 Time: 37:54:18 \n",
      "Ep.:  42410, Loss: 8.022, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  21.00 Time: 37:55:09 \n",
      "Ep.:  42420, Loss: 6.620, Avg.Score: 156.00, Avg.LenOfSnake: 11.20, Max.LenOfSnake:  20.00 Time: 37:55:40 \n",
      "Ep.:  42430, Loss: 7.988, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  30.00 Time: 37:56:12 \n",
      "Ep.:  42440, Loss: 8.543, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  29.00 Time: 37:56:46 \n",
      "Ep.:  42450, Loss: 9.047, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  28.00 Time: 37:57:26 \n",
      "Ep.:  42460, Loss: 8.631, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  31.00 Time: 37:57:58 \n",
      "Ep.:  42470, Loss: 8.740, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  25.00 Time: 37:58:32 \n",
      "Ep.:  42480, Loss: 8.417, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  34.00 Time: 37:59:05 \n",
      "Ep.:  42490, Loss: 8.924, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  30.00 Time: 37:59:46 \n",
      "Ep.:  42500, Loss: 8.126, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  25.00 Time: 38:00:19 \n",
      "Ep.:  42510, Loss: 8.670, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  26.00 Time: 38:00:55 \n",
      "Ep.:  42520, Loss: 8.303, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  26.00 Time: 38:01:32 \n",
      "Ep.:  42530, Loss: 9.312, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  31.00 Time: 38:02:06 \n",
      "Ep.:  42540, Loss: 9.241, Avg.Score: 312.00, Avg.LenOfSnake: 16.40, Max.LenOfSnake:  31.00 Time: 38:02:40 \n",
      "Ep.:  42550, Loss: 9.348, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  35.00 Time: 38:03:16 \n",
      "Ep.:  42560, Loss: 8.279, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  32.00 Time: 38:03:50 \n",
      "Ep.:  42570, Loss: 8.024, Avg.Score: 177.00, Avg.LenOfSnake: 11.90, Max.LenOfSnake:  31.00 Time: 38:04:22 \n",
      "Ep.:  42580, Loss: 8.472, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  24.00 Time: 38:04:55 \n",
      "Ep.:  42590, Loss: 8.203, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  27.00 Time: 38:05:34 \n",
      "Ep.:  42600, Loss: 8.677, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  31.00 Time: 38:06:08 \n",
      "Ep.:  42610, Loss: 7.833, Avg.Score: 354.00, Avg.LenOfSnake: 17.80, Max.LenOfSnake:  42.00 Time: 38:06:46 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  42620, Loss: 8.310, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  26.00 Time: 38:07:23 \n",
      "Ep.:  42630, Loss: 7.854, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  26.00 Time: 38:08:00 \n",
      "Ep.:  42640, Loss: 8.618, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  30.00 Time: 38:08:34 \n",
      "Ep.:  42650, Loss: 7.907, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  25.00 Time: 38:09:09 \n",
      "Ep.:  42660, Loss: 8.756, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  30.00 Time: 38:09:43 \n",
      "Ep.:  42670, Loss: 8.598, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  27.00 Time: 38:10:15 \n",
      "Ep.:  42680, Loss: 9.011, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  27.00 Time: 38:10:46 \n",
      "Ep.:  42690, Loss: 7.722, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  27.00 Time: 38:11:26 \n",
      "Ep.:  42700, Loss: 8.775, Avg.Score: 178.00, Avg.LenOfSnake: 11.93, Max.LenOfSnake:  25.00 Time: 38:11:59 \n",
      "Ep.:  42710, Loss: 7.972, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  31.00 Time: 38:12:35 \n",
      "Ep.:  42720, Loss: 8.646, Avg.Score: 292.00, Avg.LenOfSnake: 15.73, Max.LenOfSnake:  29.00 Time: 38:13:12 \n",
      "Ep.:  42730, Loss: 8.992, Avg.Score: 300.00, Avg.LenOfSnake: 16.00, Max.LenOfSnake:  26.00 Time: 38:13:56 \n",
      "Ep.:  42740, Loss: 8.046, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  28.00 Time: 38:14:35 \n",
      "Ep.:  42750, Loss: 9.431, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  27.00 Time: 38:15:15 \n",
      "Ep.:  42760, Loss: 8.268, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  24.00 Time: 38:15:53 \n",
      "Ep.:  42770, Loss: 8.507, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  25.00 Time: 38:16:30 \n",
      "Ep.:  42780, Loss: 8.305, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  25.00 Time: 38:17:02 \n",
      "Ep.:  42790, Loss: 7.263, Avg.Score: 173.00, Avg.LenOfSnake: 11.77, Max.LenOfSnake:  25.00 Time: 38:17:37 \n",
      "Ep.:  42800, Loss: 8.895, Avg.Score: 181.00, Avg.LenOfSnake: 12.03, Max.LenOfSnake:  21.00 Time: 38:18:09 \n",
      "Ep.:  42810, Loss: 8.081, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  26.00 Time: 38:18:41 \n",
      "Ep.:  42820, Loss: 9.151, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  24.00 Time: 38:19:15 \n",
      "Ep.:  42830, Loss: 8.281, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  33.00 Time: 38:19:48 \n",
      "Ep.:  42840, Loss: 8.121, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  31.00 Time: 38:20:21 \n",
      "Ep.:  42850, Loss: 8.148, Avg.Score: 305.00, Avg.LenOfSnake: 16.17, Max.LenOfSnake:  31.00 Time: 38:20:55 \n",
      "Ep.:  42860, Loss: 8.501, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  26.00 Time: 38:21:28 \n",
      "Ep.:  42870, Loss: 8.237, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  28.00 Time: 38:22:02 \n",
      "Ep.:  42880, Loss: 8.079, Avg.Score: 283.00, Avg.LenOfSnake: 15.43, Max.LenOfSnake:  33.00 Time: 38:22:35 \n",
      "Ep.:  42890, Loss: 8.515, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  28.00 Time: 38:23:10 \n",
      "Ep.:  42900, Loss: 9.249, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  30.00 Time: 38:23:42 \n",
      "Ep.:  42910, Loss: 8.518, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  24.00 Time: 38:24:15 \n",
      "Ep.:  42920, Loss: 8.063, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  27.00 Time: 38:24:48 \n",
      "Ep.:  42930, Loss: 8.842, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  29.00 Time: 38:25:26 \n",
      "Ep.:  42940, Loss: 8.370, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  27.00 Time: 38:26:09 \n",
      "Ep.:  42950, Loss: 8.519, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  26.00 Time: 38:26:41 \n",
      "Ep.:  42960, Loss: 8.447, Avg.Score: 300.00, Avg.LenOfSnake: 16.00, Max.LenOfSnake:  29.00 Time: 38:27:13 \n",
      "Ep.:  42970, Loss: 9.640, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  33.00 Time: 38:27:45 \n",
      "Ep.:  42980, Loss: 9.201, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  28.00 Time: 38:28:18 \n",
      "Ep.:  42990, Loss: 8.280, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  28.00 Time: 38:28:55 \n",
      "Ep.:  43000, Loss: 8.765, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  28.00 Time: 38:29:33 \n",
      "Ep.:  43010, Loss: 8.984, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  23.00 Time: 38:30:07 \n",
      "Ep.:  43020, Loss: 6.780, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  27.00 Time: 38:30:41 \n",
      "Ep.:  43030, Loss: 9.088, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  26.00 Time: 38:31:14 \n",
      "Ep.:  43040, Loss: 9.077, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  29.00 Time: 38:31:47 \n",
      "Ep.:  43050, Loss: 7.859, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  30.00 Time: 38:32:18 \n",
      "Ep.:  43060, Loss: 8.493, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  34.00 Time: 38:32:50 \n",
      "Ep.:  43070, Loss: 8.290, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  23.00 Time: 38:33:22 \n",
      "Ep.:  43080, Loss: 8.183, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  29.00 Time: 38:33:53 \n",
      "Ep.:  43090, Loss: 8.570, Avg.Score: 292.00, Avg.LenOfSnake: 15.73, Max.LenOfSnake:  28.00 Time: 38:34:26 \n",
      "Ep.:  43100, Loss: 8.717, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  30.00 Time: 38:34:59 \n",
      "Ep.:  43110, Loss: 8.354, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  27.00 Time: 38:35:31 \n",
      "Ep.:  43120, Loss: 8.165, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  26.00 Time: 38:36:04 \n",
      "Ep.:  43130, Loss: 8.034, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  23.00 Time: 38:36:36 \n",
      "Ep.:  43140, Loss: 8.513, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  28.00 Time: 38:37:10 \n",
      "Ep.:  43150, Loss: 8.284, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  30.00 Time: 38:37:46 \n",
      "Ep.:  43160, Loss: 7.612, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  32.00 Time: 38:38:17 \n",
      "Ep.:  43170, Loss: 7.949, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  31.00 Time: 38:38:50 \n",
      "Ep.:  43180, Loss: 8.952, Avg.Score: 313.00, Avg.LenOfSnake: 16.43, Max.LenOfSnake:  27.00 Time: 38:39:30 \n",
      "Ep.:  43190, Loss: 10.414, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  29.00 Time: 38:40:03 \n",
      "Ep.:  43200, Loss: 8.294, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  25.00 Time: 38:40:37 \n",
      "Ep.:  43210, Loss: 8.434, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  22.00 Time: 38:41:11 \n",
      "Ep.:  43220, Loss: 7.765, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  30.00 Time: 38:41:44 \n",
      "Ep.:  43230, Loss: 9.615, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  27.00 Time: 38:42:17 \n",
      "Ep.:  43240, Loss: 8.035, Avg.Score: 166.00, Avg.LenOfSnake: 11.53, Max.LenOfSnake:  25.00 Time: 38:42:47 \n",
      "Ep.:  43250, Loss: 8.271, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  31.00 Time: 38:43:17 \n",
      "Ep.:  43260, Loss: 7.969, Avg.Score: 175.00, Avg.LenOfSnake: 11.83, Max.LenOfSnake:  20.00 Time: 38:43:46 \n",
      "Ep.:  43270, Loss: 7.540, Avg.Score: 313.00, Avg.LenOfSnake: 16.43, Max.LenOfSnake:  28.00 Time: 38:44:19 \n",
      "Ep.:  43280, Loss: 8.792, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  24.00 Time: 38:44:50 \n",
      "Ep.:  43290, Loss: 9.119, Avg.Score: 332.00, Avg.LenOfSnake: 17.07, Max.LenOfSnake:  30.00 Time: 38:45:26 \n",
      "Ep.:  43300, Loss: 8.049, Avg.Score: 155.00, Avg.LenOfSnake: 11.17, Max.LenOfSnake:  26.00 Time: 38:45:57 \n",
      "Ep.:  43310, Loss: 8.500, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  30.00 Time: 38:46:30 \n",
      "Ep.:  43320, Loss: 8.227, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  26.00 Time: 38:47:01 \n",
      "Ep.:  43330, Loss: 7.323, Avg.Score: 120.00, Avg.LenOfSnake: 10.00, Max.LenOfSnake:  22.00 Time: 38:47:31 \n",
      "Ep.:  43340, Loss: 7.895, Avg.Score: 180.00, Avg.LenOfSnake: 12.00, Max.LenOfSnake:  25.00 Time: 38:48:02 \n",
      "Ep.:  43350, Loss: 8.991, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  28.00 Time: 38:48:37 \n",
      "Ep.:  43360, Loss: 8.613, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  28.00 Time: 38:49:10 \n",
      "Ep.:  43370, Loss: 8.686, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  27.00 Time: 38:49:44 \n",
      "Ep.:  43380, Loss: 8.662, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  24.00 Time: 38:50:18 \n",
      "Ep.:  43390, Loss: 7.576, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  31.00 Time: 38:50:51 \n",
      "Ep.:  43400, Loss: 7.951, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  27.00 Time: 38:51:23 \n",
      "Ep.:  43410, Loss: 8.480, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  23.00 Time: 38:51:55 \n",
      "Ep.:  43420, Loss: 7.796, Avg.Score: 177.00, Avg.LenOfSnake: 11.90, Max.LenOfSnake:  26.00 Time: 38:52:30 \n",
      "Ep.:  43430, Loss: 8.013, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  30.00 Time: 38:53:03 \n",
      "Ep.:  43440, Loss: 8.875, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  27.00 Time: 38:53:36 \n",
      "Ep.:  43450, Loss: 8.785, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  25.00 Time: 38:54:09 \n",
      "Ep.:  43460, Loss: 8.288, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  23.00 Time: 38:54:42 \n",
      "Ep.:  43470, Loss: 8.690, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  26.00 Time: 38:55:14 \n",
      "Ep.:  43480, Loss: 7.566, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  30.00 Time: 38:55:47 \n",
      "Ep.:  43490, Loss: 8.510, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  27.00 Time: 38:56:19 \n",
      "Ep.:  43500, Loss: 9.043, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  26.00 Time: 38:56:53 \n",
      "Ep.:  43510, Loss: 8.111, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  29.00 Time: 38:57:23 \n",
      "Ep.:  43520, Loss: 9.302, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  29.00 Time: 38:57:57 \n",
      "Ep.:  43530, Loss: 8.805, Avg.Score: 177.00, Avg.LenOfSnake: 11.90, Max.LenOfSnake:  25.00 Time: 38:58:27 \n",
      "Ep.:  43540, Loss: 7.180, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  27.00 Time: 38:58:59 \n",
      "Ep.:  43550, Loss: 8.413, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  25.00 Time: 38:59:32 \n",
      "Ep.:  43560, Loss: 7.741, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  25.00 Time: 39:00:04 \n",
      "Ep.:  43570, Loss: 8.170, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  31.00 Time: 39:00:36 \n",
      "Ep.:  43580, Loss: 8.111, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  26.00 Time: 39:01:10 \n",
      "Ep.:  43590, Loss: 8.104, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  28.00 Time: 39:01:41 \n",
      "Ep.:  43600, Loss: 8.762, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  22.00 Time: 39:02:14 \n",
      "Ep.:  43610, Loss: 7.651, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  27.00 Time: 39:02:47 \n",
      "Ep.:  43620, Loss: 7.589, Avg.Score: 157.00, Avg.LenOfSnake: 11.23, Max.LenOfSnake:  27.00 Time: 39:03:21 \n",
      "Ep.:  43630, Loss: 7.989, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  25.00 Time: 39:03:53 \n",
      "Ep.:  43640, Loss: 9.485, Avg.Score: 161.00, Avg.LenOfSnake: 11.37, Max.LenOfSnake:  23.00 Time: 39:04:26 \n",
      "Ep.:  43650, Loss: 8.656, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  29.00 Time: 39:04:57 \n",
      "Ep.:  43660, Loss: 8.315, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  25.00 Time: 39:05:30 \n",
      "Ep.:  43670, Loss: 6.213, Avg.Score: 134.00, Avg.LenOfSnake: 10.47, Max.LenOfSnake:  22.00 Time: 39:06:03 \n",
      "Ep.:  43680, Loss: 7.373, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  22.00 Time: 39:06:35 \n",
      "Ep.:  43690, Loss: 8.596, Avg.Score: 172.00, Avg.LenOfSnake: 11.73, Max.LenOfSnake:  22.00 Time: 39:07:06 \n",
      "Ep.:  43700, Loss: 9.758, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  32.00 Time: 39:07:39 \n",
      "Ep.:  43710, Loss: 8.415, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  30.00 Time: 39:08:12 \n",
      "Ep.:  43720, Loss: 8.418, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  27.00 Time: 39:08:47 \n",
      "Ep.:  43730, Loss: 7.653, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  19.00 Time: 39:09:18 \n",
      "Ep.:  43740, Loss: 7.787, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  31.00 Time: 39:09:50 \n",
      "Ep.:  43750, Loss: 7.846, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  39.00 Time: 39:10:25 \n",
      "Ep.:  43760, Loss: 8.704, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  30.00 Time: 39:10:57 \n",
      "Ep.:  43770, Loss: 8.280, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  32.00 Time: 39:11:32 \n",
      "Ep.:  43780, Loss: 8.274, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  28.00 Time: 39:12:06 \n",
      "Ep.:  43790, Loss: 8.188, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  36.00 Time: 39:12:39 \n",
      "Ep.:  43800, Loss: 8.952, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  26.00 Time: 39:13:11 \n",
      "Ep.:  43810, Loss: 8.868, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  33.00 Time: 39:13:44 \n",
      "Ep.:  43820, Loss: 8.036, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  31.00 Time: 39:14:16 \n",
      "Ep.:  43830, Loss: 8.116, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  28.00 Time: 39:14:49 \n",
      "Ep.:  43840, Loss: 8.274, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  30.00 Time: 39:15:22 \n",
      "Ep.:  43850, Loss: 7.945, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  32.00 Time: 39:15:54 \n",
      "Ep.:  43860, Loss: 7.422, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  29.00 Time: 39:16:27 \n",
      "Ep.:  43870, Loss: 8.741, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  27.00 Time: 39:16:57 \n",
      "Ep.:  43880, Loss: 9.315, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  29.00 Time: 39:17:27 \n",
      "Ep.:  43890, Loss: 8.091, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  27.00 Time: 39:18:00 \n",
      "Ep.:  43900, Loss: 7.908, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  28.00 Time: 39:18:36 \n",
      "Ep.:  43910, Loss: 8.366, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  23.00 Time: 39:19:08 \n",
      "Ep.:  43920, Loss: 9.371, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  28.00 Time: 39:19:41 \n",
      "Ep.:  43930, Loss: 8.160, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  33.00 Time: 39:20:12 \n",
      "Ep.:  43940, Loss: 7.639, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  28.00 Time: 39:20:42 \n",
      "Ep.:  43950, Loss: 7.548, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  28.00 Time: 39:21:14 \n",
      "Ep.:  43960, Loss: 8.634, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  26.00 Time: 39:21:46 \n",
      "Ep.:  43970, Loss: 7.841, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  34.00 Time: 39:22:20 \n",
      "Ep.:  43980, Loss: 8.830, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  26.00 Time: 39:22:53 \n",
      "Ep.:  43990, Loss: 8.219, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  29.00 Time: 39:23:28 \n",
      "Ep.:  44000, Loss: 8.026, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  27.00 Time: 39:24:01 \n",
      "Ep.:  44010, Loss: 8.902, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  33.00 Time: 39:24:35 \n",
      "Ep.:  44020, Loss: 8.810, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  32.00 Time: 39:25:09 \n",
      "Ep.:  44030, Loss: 7.234, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  26.00 Time: 39:25:40 \n",
      "Ep.:  44040, Loss: 7.860, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  30.00 Time: 39:26:14 \n",
      "Ep.:  44050, Loss: 8.705, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  26.00 Time: 39:26:47 \n",
      "Ep.:  44060, Loss: 8.535, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  34.00 Time: 39:27:20 \n",
      "Ep.:  44070, Loss: 9.527, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  33.00 Time: 39:27:55 \n",
      "Ep.:  44080, Loss: 7.995, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  27.00 Time: 39:28:27 \n",
      "Ep.:  44090, Loss: 8.160, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  25.00 Time: 39:29:00 \n",
      "Ep.:  44100, Loss: 8.096, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  31.00 Time: 39:29:33 \n",
      "Ep.:  44110, Loss: 7.919, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  34.00 Time: 39:30:06 \n",
      "Ep.:  44120, Loss: 7.483, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  28.00 Time: 39:30:38 \n",
      "Ep.:  44130, Loss: 9.246, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  29.00 Time: 39:31:11 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  44140, Loss: 7.547, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  30.00 Time: 39:31:44 \n",
      "Ep.:  44150, Loss: 8.732, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  26.00 Time: 39:32:17 \n",
      "Ep.:  44160, Loss: 9.480, Avg.Score: 303.00, Avg.LenOfSnake: 16.10, Max.LenOfSnake:  36.00 Time: 39:32:50 \n",
      "Ep.:  44170, Loss: 7.440, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  28.00 Time: 39:33:24 \n",
      "Ep.:  44180, Loss: 8.497, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  26.00 Time: 39:33:57 \n",
      "Ep.:  44190, Loss: 8.543, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  29.00 Time: 39:34:29 \n",
      "Ep.:  44200, Loss: 8.305, Avg.Score: 169.00, Avg.LenOfSnake: 11.63, Max.LenOfSnake:  28.00 Time: 39:34:58 \n",
      "Ep.:  44210, Loss: 9.203, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  23.00 Time: 39:35:31 \n",
      "Ep.:  44220, Loss: 8.491, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  26.00 Time: 39:36:01 \n",
      "Ep.:  44230, Loss: 7.235, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  25.00 Time: 39:36:31 \n",
      "Ep.:  44240, Loss: 9.704, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  26.00 Time: 39:37:02 \n",
      "Ep.:  44250, Loss: 7.509, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  30.00 Time: 39:37:35 \n",
      "Ep.:  44260, Loss: 7.834, Avg.Score: 302.00, Avg.LenOfSnake: 16.07, Max.LenOfSnake:  29.00 Time: 39:38:09 \n",
      "Ep.:  44270, Loss: 8.793, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  28.00 Time: 39:38:44 \n",
      "Ep.:  44280, Loss: 8.441, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  32.00 Time: 39:39:17 \n",
      "Ep.:  44290, Loss: 9.201, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  28.00 Time: 39:39:49 \n",
      "Ep.:  44300, Loss: 8.351, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  28.00 Time: 39:40:24 \n",
      "Ep.:  44310, Loss: 8.422, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  31.00 Time: 39:40:56 \n",
      "Ep.:  44320, Loss: 7.645, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  26.00 Time: 39:41:29 \n",
      "Ep.:  44330, Loss: 9.094, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  24.00 Time: 39:42:00 \n",
      "Ep.:  44340, Loss: 9.075, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  28.00 Time: 39:42:35 \n",
      "Ep.:  44350, Loss: 7.865, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  28.00 Time: 39:43:09 \n",
      "Ep.:  44360, Loss: 8.565, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  28.00 Time: 39:43:42 \n",
      "Ep.:  44370, Loss: 7.290, Avg.Score: 171.00, Avg.LenOfSnake: 11.70, Max.LenOfSnake:  25.00 Time: 39:44:14 \n",
      "Ep.:  44380, Loss: 8.900, Avg.Score: 282.00, Avg.LenOfSnake: 15.40, Max.LenOfSnake:  29.00 Time: 39:44:49 \n",
      "Ep.:  44390, Loss: 9.513, Avg.Score: 296.00, Avg.LenOfSnake: 15.87, Max.LenOfSnake:  29.00 Time: 39:45:22 \n",
      "Ep.:  44400, Loss: 8.536, Avg.Score: 190.00, Avg.LenOfSnake: 12.33, Max.LenOfSnake:  25.00 Time: 39:45:54 \n",
      "Ep.:  44410, Loss: 9.474, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  27.00 Time: 39:46:25 \n",
      "Ep.:  44420, Loss: 8.402, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  24.00 Time: 39:46:58 \n",
      "Ep.:  44430, Loss: 7.334, Avg.Score: 167.00, Avg.LenOfSnake: 11.57, Max.LenOfSnake:  22.00 Time: 39:47:30 \n",
      "Ep.:  44440, Loss: 7.821, Avg.Score: 190.00, Avg.LenOfSnake: 12.33, Max.LenOfSnake:  22.00 Time: 39:48:03 \n",
      "Ep.:  44450, Loss: 7.337, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  28.00 Time: 39:48:39 \n",
      "Ep.:  44460, Loss: 8.757, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  29.00 Time: 39:49:11 \n",
      "Ep.:  44470, Loss: 7.353, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  27.00 Time: 39:49:51 \n",
      "Ep.:  44480, Loss: 9.041, Avg.Score: 172.00, Avg.LenOfSnake: 11.73, Max.LenOfSnake:  25.00 Time: 39:50:22 \n",
      "Ep.:  44490, Loss: 8.359, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  27.00 Time: 39:50:51 \n",
      "Ep.:  44500, Loss: 8.205, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  28.00 Time: 39:51:23 \n",
      "Ep.:  44510, Loss: 7.503, Avg.Score: 172.00, Avg.LenOfSnake: 11.73, Max.LenOfSnake:  28.00 Time: 39:51:56 \n",
      "Ep.:  44520, Loss: 7.868, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  35.00 Time: 39:52:28 \n",
      "Ep.:  44530, Loss: 7.567, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  24.00 Time: 39:52:58 \n",
      "Ep.:  44540, Loss: 8.332, Avg.Score: 139.00, Avg.LenOfSnake: 10.63, Max.LenOfSnake:  26.00 Time: 39:53:30 \n",
      "Ep.:  44550, Loss: 8.456, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  29.00 Time: 39:54:01 \n",
      "Ep.:  44560, Loss: 7.977, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  32.00 Time: 39:54:34 \n",
      "Ep.:  44570, Loss: 8.033, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  23.00 Time: 39:55:07 \n",
      "Ep.:  44580, Loss: 8.286, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  28.00 Time: 39:55:40 \n",
      "Ep.:  44590, Loss: 9.016, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  25.00 Time: 39:56:12 \n",
      "Ep.:  44600, Loss: 8.742, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  22.00 Time: 39:56:44 \n",
      "Ep.:  44610, Loss: 8.157, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  28.00 Time: 39:57:16 \n",
      "Ep.:  44620, Loss: 8.651, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  31.00 Time: 39:57:48 \n",
      "Ep.:  44630, Loss: 8.066, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  27.00 Time: 39:58:27 \n",
      "Ep.:  44640, Loss: 7.530, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  28.00 Time: 39:59:00 \n",
      "Ep.:  44650, Loss: 8.208, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  33.00 Time: 39:59:34 \n",
      "Ep.:  44660, Loss: 8.276, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  32.00 Time: 40:00:08 \n",
      "Ep.:  44670, Loss: 8.610, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  38.00 Time: 40:00:40 \n",
      "Ep.:  44680, Loss: 7.650, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  32.00 Time: 40:01:11 \n",
      "Ep.:  44690, Loss: 8.446, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  24.00 Time: 40:01:42 \n",
      "Ep.:  44700, Loss: 7.731, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  24.00 Time: 40:02:16 \n",
      "Ep.:  44710, Loss: 6.011, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  35.00 Time: 40:02:48 \n",
      "Ep.:  44720, Loss: 8.461, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  24.00 Time: 40:03:20 \n",
      "Ep.:  44730, Loss: 8.402, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  24.00 Time: 40:03:51 \n",
      "Ep.:  44740, Loss: 8.675, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  27.00 Time: 40:04:22 \n",
      "Ep.:  44750, Loss: 8.052, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  25.00 Time: 40:04:56 \n",
      "Ep.:  44760, Loss: 9.169, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  29.00 Time: 40:05:29 \n",
      "Ep.:  44770, Loss: 7.365, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  28.00 Time: 40:06:01 \n",
      "Ep.:  44780, Loss: 7.895, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  23.00 Time: 40:06:35 \n",
      "Ep.:  44790, Loss: 9.008, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  27.00 Time: 40:07:06 \n",
      "Ep.:  44800, Loss: 7.216, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  26.00 Time: 40:07:40 \n",
      "Ep.:  44810, Loss: 9.094, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  27.00 Time: 40:08:12 \n",
      "Ep.:  44820, Loss: 8.661, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  31.00 Time: 40:08:44 \n",
      "Ep.:  44830, Loss: 8.206, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  30.00 Time: 40:09:17 \n",
      "Ep.:  44840, Loss: 9.042, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  30.00 Time: 40:09:49 \n",
      "Ep.:  44850, Loss: 7.449, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  31.00 Time: 40:10:20 \n",
      "Ep.:  44860, Loss: 6.916, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  26.00 Time: 40:10:51 \n",
      "Ep.:  44870, Loss: 8.252, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  28.00 Time: 40:11:21 \n",
      "Ep.:  44880, Loss: 6.871, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  33.00 Time: 40:11:51 \n",
      "Ep.:  44890, Loss: 7.630, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  23.00 Time: 40:12:24 \n",
      "Ep.:  44900, Loss: 8.573, Avg.Score: 172.00, Avg.LenOfSnake: 11.73, Max.LenOfSnake:  23.00 Time: 40:12:55 \n",
      "Ep.:  44910, Loss: 8.029, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  26.00 Time: 40:13:24 \n",
      "Ep.:  44920, Loss: 6.952, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  30.00 Time: 40:13:56 \n",
      "Ep.:  44930, Loss: 6.132, Avg.Score: 128.00, Avg.LenOfSnake: 10.27, Max.LenOfSnake:  21.00 Time: 40:14:24 \n",
      "Ep.:  44940, Loss: 8.435, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  29.00 Time: 40:14:57 \n",
      "Ep.:  44950, Loss: 8.428, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  32.00 Time: 40:15:30 \n",
      "Ep.:  44960, Loss: 7.405, Avg.Score: 138.00, Avg.LenOfSnake: 10.60, Max.LenOfSnake:  20.00 Time: 40:16:04 \n",
      "Ep.:  44970, Loss: 8.212, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  26.00 Time: 40:16:36 \n",
      "Ep.:  44980, Loss: 8.934, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  29.00 Time: 40:17:09 \n",
      "Ep.:  44990, Loss: 9.131, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  22.00 Time: 40:17:38 \n",
      "Ep.:  45000, Loss: 8.302, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  29.00 Time: 40:18:11 \n",
      "Ep.:  45010, Loss: 10.149, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  27.00 Time: 40:18:43 \n",
      "Ep.:  45020, Loss: 8.582, Avg.Score: 329.00, Avg.LenOfSnake: 16.97, Max.LenOfSnake:  30.00 Time: 40:19:17 \n",
      "Ep.:  45030, Loss: 7.809, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  29.00 Time: 40:19:52 \n",
      "Ep.:  45040, Loss: 8.421, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  22.00 Time: 40:20:27 \n",
      "Ep.:  45050, Loss: 8.206, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  27.00 Time: 40:20:59 \n",
      "Ep.:  45060, Loss: 8.137, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  26.00 Time: 40:21:32 \n",
      "Ep.:  45070, Loss: 8.316, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  27.00 Time: 40:22:02 \n",
      "Ep.:  45080, Loss: 7.527, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  26.00 Time: 40:22:36 \n",
      "Ep.:  45090, Loss: 7.431, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  27.00 Time: 40:23:09 \n",
      "Ep.:  45100, Loss: 9.051, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  29.00 Time: 40:23:40 \n",
      "Ep.:  45110, Loss: 8.145, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  28.00 Time: 40:24:12 \n",
      "Ep.:  45120, Loss: 7.767, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  26.00 Time: 40:24:45 \n",
      "Ep.:  45130, Loss: 7.354, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  26.00 Time: 40:25:16 \n",
      "Ep.:  45140, Loss: 7.293, Avg.Score: 151.00, Avg.LenOfSnake: 11.03, Max.LenOfSnake:  27.00 Time: 40:25:48 \n",
      "Ep.:  45150, Loss: 9.111, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  29.00 Time: 40:26:22 \n",
      "Ep.:  45160, Loss: 9.673, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  20.00 Time: 40:26:53 \n",
      "Ep.:  45170, Loss: 8.405, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  29.00 Time: 40:27:25 \n",
      "Ep.:  45180, Loss: 8.230, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  27.00 Time: 40:27:59 \n",
      "Ep.:  45190, Loss: 7.548, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  35.00 Time: 40:28:36 \n",
      "Ep.:  45200, Loss: 8.598, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  27.00 Time: 40:29:10 \n",
      "Ep.:  45210, Loss: 8.645, Avg.Score: 178.00, Avg.LenOfSnake: 11.93, Max.LenOfSnake:  23.00 Time: 40:29:45 \n",
      "Ep.:  45220, Loss: 8.464, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  26.00 Time: 40:30:17 \n",
      "Ep.:  45230, Loss: 8.293, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  25.00 Time: 40:30:50 \n",
      "Ep.:  45240, Loss: 8.613, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  31.00 Time: 40:31:23 \n",
      "Ep.:  45250, Loss: 7.855, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  22.00 Time: 40:31:55 \n",
      "Ep.:  45260, Loss: 8.382, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  28.00 Time: 40:32:28 \n",
      "Ep.:  45270, Loss: 8.105, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  25.00 Time: 40:33:01 \n",
      "Ep.:  45280, Loss: 8.076, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  26.00 Time: 40:33:34 \n",
      "Ep.:  45290, Loss: 9.054, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  30.00 Time: 40:34:07 \n",
      "Ep.:  45300, Loss: 7.482, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  25.00 Time: 40:34:40 \n",
      "Ep.:  45310, Loss: 7.175, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  25.00 Time: 40:35:13 \n",
      "Ep.:  45320, Loss: 8.500, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  31.00 Time: 40:35:48 \n",
      "Ep.:  45330, Loss: 8.324, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  29.00 Time: 40:36:18 \n",
      "Ep.:  45340, Loss: 8.846, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  27.00 Time: 40:36:52 \n",
      "Ep.:  45350, Loss: 7.611, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  31.00 Time: 40:37:27 \n",
      "Ep.:  45360, Loss: 7.938, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  28.00 Time: 40:37:59 \n",
      "Ep.:  45370, Loss: 7.773, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  33.00 Time: 40:38:32 \n",
      "Ep.:  45380, Loss: 9.111, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  34.00 Time: 40:39:04 \n",
      "Ep.:  45390, Loss: 7.829, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  29.00 Time: 40:39:38 \n",
      "Ep.:  45400, Loss: 8.376, Avg.Score: 293.00, Avg.LenOfSnake: 15.77, Max.LenOfSnake:  31.00 Time: 40:40:12 \n",
      "Ep.:  45410, Loss: 9.335, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  23.00 Time: 40:40:45 \n",
      "Ep.:  45420, Loss: 7.456, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  25.00 Time: 40:41:16 \n",
      "Ep.:  45430, Loss: 7.997, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  31.00 Time: 40:41:50 \n",
      "Ep.:  45440, Loss: 8.885, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  31.00 Time: 40:42:27 \n",
      "Ep.:  45450, Loss: 7.751, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  28.00 Time: 40:43:01 \n",
      "Ep.:  45460, Loss: 7.968, Avg.Score: 323.00, Avg.LenOfSnake: 16.77, Max.LenOfSnake:  30.00 Time: 40:43:38 \n",
      "Ep.:  45470, Loss: 6.745, Avg.Score: 142.00, Avg.LenOfSnake: 10.73, Max.LenOfSnake:  19.00 Time: 40:44:11 \n",
      "Ep.:  45480, Loss: 9.426, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  31.00 Time: 40:44:43 \n",
      "Ep.:  45490, Loss: 8.651, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  27.00 Time: 40:45:16 \n",
      "Ep.:  45500, Loss: 8.064, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  28.00 Time: 40:45:49 \n",
      "Ep.:  45510, Loss: 8.088, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  32.00 Time: 40:46:20 \n",
      "Ep.:  45520, Loss: 8.435, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  33.00 Time: 40:46:51 \n",
      "Ep.:  45530, Loss: 8.883, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  24.00 Time: 40:47:26 \n",
      "Ep.:  45540, Loss: 7.567, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  26.00 Time: 40:47:59 \n",
      "Ep.:  45550, Loss: 8.145, Avg.Score: 289.00, Avg.LenOfSnake: 15.63, Max.LenOfSnake:  33.00 Time: 40:48:32 \n",
      "Ep.:  45560, Loss: 9.246, Avg.Score: 171.00, Avg.LenOfSnake: 11.70, Max.LenOfSnake:  22.00 Time: 40:49:03 \n",
      "Ep.:  45570, Loss: 7.208, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  24.00 Time: 40:49:38 \n",
      "Ep.:  45580, Loss: 7.478, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  25.00 Time: 40:50:13 \n",
      "Ep.:  45590, Loss: 8.833, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  28.00 Time: 40:50:48 \n",
      "Ep.:  45600, Loss: 8.581, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  27.00 Time: 40:51:20 \n",
      "Ep.:  45610, Loss: 7.820, Avg.Score: 310.00, Avg.LenOfSnake: 16.33, Max.LenOfSnake:  31.00 Time: 40:51:54 \n",
      "Ep.:  45620, Loss: 8.124, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  30.00 Time: 40:52:27 \n",
      "Ep.:  45630, Loss: 8.802, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  24.00 Time: 40:52:58 \n",
      "Ep.:  45640, Loss: 8.778, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  25.00 Time: 40:53:37 \n",
      "Ep.:  45650, Loss: 8.490, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  29.00 Time: 40:54:09 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  45660, Loss: 8.037, Avg.Score: 181.00, Avg.LenOfSnake: 12.03, Max.LenOfSnake:  22.00 Time: 40:54:40 \n",
      "Ep.:  45670, Loss: 7.279, Avg.Score: 190.00, Avg.LenOfSnake: 12.33, Max.LenOfSnake:  22.00 Time: 40:55:11 \n",
      "Ep.:  45680, Loss: 8.738, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  28.00 Time: 40:55:47 \n",
      "Ep.:  45690, Loss: 7.583, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  33.00 Time: 40:56:21 \n",
      "Ep.:  45700, Loss: 8.100, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  28.00 Time: 40:56:53 \n",
      "Ep.:  45710, Loss: 9.587, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  27.00 Time: 40:57:25 \n",
      "Ep.:  45720, Loss: 9.061, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  27.00 Time: 40:58:02 \n",
      "Ep.:  45730, Loss: 7.689, Avg.Score: 164.00, Avg.LenOfSnake: 11.47, Max.LenOfSnake:  23.00 Time: 40:58:35 \n",
      "Ep.:  45740, Loss: 9.096, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  28.00 Time: 40:59:10 \n",
      "Ep.:  45750, Loss: 9.443, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  33.00 Time: 40:59:45 \n",
      "Ep.:  45760, Loss: 9.557, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  27.00 Time: 41:00:17 \n",
      "Ep.:  45770, Loss: 9.238, Avg.Score: 189.00, Avg.LenOfSnake: 12.30, Max.LenOfSnake:  24.00 Time: 41:00:49 \n",
      "Ep.:  45780, Loss: 8.729, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  30.00 Time: 41:01:22 \n",
      "Ep.:  45790, Loss: 7.440, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  33.00 Time: 41:01:55 \n",
      "Ep.:  45800, Loss: 9.272, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  24.00 Time: 41:02:35 \n",
      "Ep.:  45810, Loss: 7.479, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  33.00 Time: 41:03:08 \n",
      "Ep.:  45820, Loss: 7.914, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  28.00 Time: 41:03:41 \n",
      "Ep.:  45830, Loss: 8.840, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  26.00 Time: 41:04:14 \n",
      "Ep.:  45840, Loss: 7.201, Avg.Score: 299.00, Avg.LenOfSnake: 15.97, Max.LenOfSnake:  31.00 Time: 41:04:46 \n",
      "Ep.:  45850, Loss: 7.536, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  26.00 Time: 41:05:19 \n",
      "Ep.:  45860, Loss: 7.772, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  27.00 Time: 41:05:53 \n",
      "Ep.:  45870, Loss: 8.084, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  25.00 Time: 41:06:25 \n",
      "Ep.:  45880, Loss: 8.222, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  28.00 Time: 41:06:58 \n",
      "Ep.:  45890, Loss: 8.140, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  32.00 Time: 41:07:33 \n",
      "Ep.:  45900, Loss: 8.860, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  24.00 Time: 41:08:03 \n",
      "Ep.:  45910, Loss: 7.420, Avg.Score: 158.00, Avg.LenOfSnake: 11.27, Max.LenOfSnake:  28.00 Time: 41:08:33 \n",
      "Ep.:  45920, Loss: 7.477, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  27.00 Time: 41:09:04 \n",
      "Ep.:  45930, Loss: 8.039, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  29.00 Time: 41:09:37 \n",
      "Ep.:  45940, Loss: 7.236, Avg.Score: 176.00, Avg.LenOfSnake: 11.87, Max.LenOfSnake:  22.00 Time: 41:10:08 \n",
      "Ep.:  45950, Loss: 7.480, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  25.00 Time: 41:10:38 \n",
      "Ep.:  45960, Loss: 7.950, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  24.00 Time: 41:11:10 \n",
      "Ep.:  45970, Loss: 8.249, Avg.Score: 291.00, Avg.LenOfSnake: 15.70, Max.LenOfSnake:  31.00 Time: 41:11:43 \n",
      "Ep.:  45980, Loss: 7.860, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  27.00 Time: 41:12:14 \n",
      "Ep.:  45990, Loss: 9.274, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  23.00 Time: 41:12:46 \n",
      "Ep.:  46000, Loss: 8.597, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  34.00 Time: 41:13:18 \n",
      "Ep.:  46010, Loss: 8.481, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  24.00 Time: 41:13:54 \n",
      "Ep.:  46020, Loss: 7.946, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  30.00 Time: 41:14:29 \n",
      "Ep.:  46030, Loss: 8.560, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  29.00 Time: 41:15:05 \n",
      "Ep.:  46040, Loss: 9.150, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  30.00 Time: 41:15:39 \n",
      "Ep.:  46050, Loss: 8.527, Avg.Score: 324.00, Avg.LenOfSnake: 16.80, Max.LenOfSnake:  30.00 Time: 41:16:12 \n",
      "Ep.:  46060, Loss: 8.017, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  25.00 Time: 41:16:44 \n",
      "Ep.:  46070, Loss: 7.991, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  23.00 Time: 41:17:17 \n",
      "Ep.:  46080, Loss: 7.251, Avg.Score: 146.00, Avg.LenOfSnake: 10.87, Max.LenOfSnake:  21.00 Time: 41:17:50 \n",
      "Ep.:  46090, Loss: 8.558, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  20.00 Time: 41:18:22 \n",
      "Ep.:  46100, Loss: 8.127, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  28.00 Time: 41:18:56 \n",
      "Ep.:  46110, Loss: 8.534, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  30.00 Time: 41:19:30 \n",
      "Ep.:  46120, Loss: 8.233, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  24.00 Time: 41:20:01 \n",
      "Ep.:  46130, Loss: 8.965, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  31.00 Time: 41:20:37 \n",
      "Ep.:  46140, Loss: 7.729, Avg.Score: 317.00, Avg.LenOfSnake: 16.57, Max.LenOfSnake:  33.00 Time: 41:21:08 \n",
      "Ep.:  46150, Loss: 8.179, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  22.00 Time: 41:21:40 \n",
      "Ep.:  46160, Loss: 8.548, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  27.00 Time: 41:22:13 \n",
      "Ep.:  46170, Loss: 8.144, Avg.Score: 159.00, Avg.LenOfSnake: 11.30, Max.LenOfSnake:  28.00 Time: 41:22:49 \n",
      "Ep.:  46180, Loss: 6.813, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  31.00 Time: 41:23:19 \n",
      "Ep.:  46190, Loss: 9.362, Avg.Score: 293.00, Avg.LenOfSnake: 15.77, Max.LenOfSnake:  34.00 Time: 41:23:51 \n",
      "Ep.:  46200, Loss: 9.044, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  30.00 Time: 41:24:25 \n",
      "Ep.:  46210, Loss: 8.195, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  32.00 Time: 41:24:56 \n",
      "Ep.:  46220, Loss: 8.212, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  28.00 Time: 41:25:27 \n",
      "Ep.:  46230, Loss: 7.637, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  25.00 Time: 41:26:02 \n",
      "Ep.:  46240, Loss: 7.454, Avg.Score: 173.00, Avg.LenOfSnake: 11.77, Max.LenOfSnake:  21.00 Time: 41:26:33 \n",
      "Ep.:  46250, Loss: 7.693, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  27.00 Time: 41:27:07 \n",
      "Ep.:  46260, Loss: 7.702, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  23.00 Time: 41:27:39 \n",
      "Ep.:  46270, Loss: 8.793, Avg.Score: 308.00, Avg.LenOfSnake: 16.27, Max.LenOfSnake:  29.00 Time: 41:28:13 \n",
      "Ep.:  46280, Loss: 7.845, Avg.Score: 156.00, Avg.LenOfSnake: 11.20, Max.LenOfSnake:  20.00 Time: 41:28:43 \n",
      "Ep.:  46290, Loss: 8.844, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  24.00 Time: 41:29:15 \n",
      "Ep.:  46300, Loss: 7.843, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  26.00 Time: 41:29:47 \n",
      "Ep.:  46310, Loss: 7.639, Avg.Score: 144.00, Avg.LenOfSnake: 10.80, Max.LenOfSnake:  22.00 Time: 41:30:18 \n",
      "Ep.:  46320, Loss: 9.668, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  24.00 Time: 41:30:49 \n",
      "Ep.:  46330, Loss: 7.988, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  29.00 Time: 41:31:21 \n",
      "Ep.:  46340, Loss: 8.366, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  24.00 Time: 41:31:53 \n",
      "Ep.:  46350, Loss: 8.117, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  27.00 Time: 41:32:29 \n",
      "Ep.:  46360, Loss: 8.598, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  30.00 Time: 41:33:02 \n",
      "Ep.:  46370, Loss: 7.654, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  29.00 Time: 41:33:35 \n",
      "Ep.:  46380, Loss: 7.638, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  38.00 Time: 41:34:09 \n",
      "Ep.:  46390, Loss: 8.390, Avg.Score: 294.00, Avg.LenOfSnake: 15.80, Max.LenOfSnake:  26.00 Time: 41:34:43 \n",
      "Ep.:  46400, Loss: 7.976, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  26.00 Time: 41:35:16 \n",
      "Ep.:  46410, Loss: 7.661, Avg.Score: 186.00, Avg.LenOfSnake: 12.20, Max.LenOfSnake:  25.00 Time: 41:35:51 \n",
      "Ep.:  46420, Loss: 8.947, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  35.00 Time: 41:36:25 \n",
      "Ep.:  46430, Loss: 7.271, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  24.00 Time: 41:36:55 \n",
      "Ep.:  46440, Loss: 9.422, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  24.00 Time: 41:37:28 \n",
      "Ep.:  46450, Loss: 6.397, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  24.00 Time: 41:38:05 \n",
      "Ep.:  46460, Loss: 8.001, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  29.00 Time: 41:38:37 \n",
      "Ep.:  46470, Loss: 9.052, Avg.Score: 161.00, Avg.LenOfSnake: 11.37, Max.LenOfSnake:  23.00 Time: 41:39:09 \n",
      "Ep.:  46480, Loss: 7.990, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  25.00 Time: 41:39:42 \n",
      "Ep.:  46490, Loss: 7.323, Avg.Score: 177.00, Avg.LenOfSnake: 11.90, Max.LenOfSnake:  22.00 Time: 41:40:13 \n",
      "Ep.:  46500, Loss: 8.355, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  27.00 Time: 41:40:47 \n",
      "Ep.:  46510, Loss: 7.325, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  35.00 Time: 41:41:21 \n",
      "Ep.:  46520, Loss: 8.962, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  28.00 Time: 41:41:56 \n",
      "Ep.:  46530, Loss: 7.310, Avg.Score: 170.00, Avg.LenOfSnake: 11.67, Max.LenOfSnake:  29.00 Time: 41:42:39 \n",
      "Ep.:  46540, Loss: 7.643, Avg.Score: 172.00, Avg.LenOfSnake: 11.73, Max.LenOfSnake:  25.00 Time: 41:43:11 \n",
      "Ep.:  46550, Loss: 8.133, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  25.00 Time: 41:43:40 \n",
      "Ep.:  46560, Loss: 7.751, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  31.00 Time: 41:44:16 \n",
      "Ep.:  46570, Loss: 7.373, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  28.00 Time: 41:44:48 \n",
      "Ep.:  46580, Loss: 7.261, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  21.00 Time: 41:45:18 \n",
      "Ep.:  46590, Loss: 8.022, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  23.00 Time: 41:45:57 \n",
      "Ep.:  46600, Loss: 7.713, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  21.00 Time: 41:46:29 \n",
      "Ep.:  46610, Loss: 8.295, Avg.Score: 302.00, Avg.LenOfSnake: 16.07, Max.LenOfSnake:  30.00 Time: 41:47:00 \n",
      "Ep.:  46620, Loss: 7.655, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  26.00 Time: 41:47:31 \n",
      "Ep.:  46630, Loss: 8.925, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  30.00 Time: 41:48:05 \n",
      "Ep.:  46640, Loss: 8.524, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  24.00 Time: 41:48:38 \n",
      "Ep.:  46650, Loss: 7.324, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  20.00 Time: 41:49:08 \n",
      "Ep.:  46660, Loss: 8.440, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  27.00 Time: 41:49:41 \n",
      "Ep.:  46670, Loss: 9.462, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  35.00 Time: 41:50:13 \n",
      "Ep.:  46680, Loss: 8.268, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  25.00 Time: 41:50:45 \n",
      "Ep.:  46690, Loss: 8.749, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  30.00 Time: 41:51:18 \n",
      "Ep.:  46700, Loss: 8.387, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  25.00 Time: 41:51:50 \n",
      "Ep.:  46710, Loss: 7.703, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  21.00 Time: 41:52:22 \n",
      "Ep.:  46720, Loss: 8.455, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  23.00 Time: 41:52:53 \n",
      "Ep.:  46730, Loss: 8.194, Avg.Score: 298.00, Avg.LenOfSnake: 15.93, Max.LenOfSnake:  30.00 Time: 41:53:26 \n",
      "Ep.:  46740, Loss: 7.682, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  30.00 Time: 41:53:57 \n",
      "Ep.:  46750, Loss: 8.526, Avg.Score: 313.00, Avg.LenOfSnake: 16.43, Max.LenOfSnake:  30.00 Time: 41:54:28 \n",
      "Ep.:  46760, Loss: 9.175, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  25.00 Time: 41:55:04 \n",
      "Ep.:  46770, Loss: 8.734, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  28.00 Time: 41:55:36 \n",
      "Ep.:  46780, Loss: 9.139, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  27.00 Time: 41:56:09 \n",
      "Ep.:  46790, Loss: 8.413, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  24.00 Time: 41:56:41 \n",
      "Ep.:  46800, Loss: 8.293, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  22.00 Time: 41:57:14 \n",
      "Ep.:  46810, Loss: 9.139, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  27.00 Time: 41:57:45 \n",
      "Ep.:  46820, Loss: 8.226, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  30.00 Time: 41:58:19 \n",
      "Ep.:  46830, Loss: 9.163, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  26.00 Time: 41:58:52 \n",
      "Ep.:  46840, Loss: 8.212, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  24.00 Time: 41:59:23 \n",
      "Ep.:  46850, Loss: 7.791, Avg.Score: 152.00, Avg.LenOfSnake: 11.07, Max.LenOfSnake:  22.00 Time: 41:59:56 \n",
      "Ep.:  46860, Loss: 8.029, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  26.00 Time: 42:00:27 \n",
      "Ep.:  46870, Loss: 7.925, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  27.00 Time: 42:01:05 \n",
      "Ep.:  46880, Loss: 8.027, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  25.00 Time: 42:01:40 \n",
      "Ep.:  46890, Loss: 8.859, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  26.00 Time: 42:02:13 \n",
      "Ep.:  46900, Loss: 9.882, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  23.00 Time: 42:02:46 \n",
      "Ep.:  46910, Loss: 9.012, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  28.00 Time: 42:03:19 \n",
      "Ep.:  46920, Loss: 8.469, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  29.00 Time: 42:03:56 \n",
      "Ep.:  46930, Loss: 9.126, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  25.00 Time: 42:04:30 \n",
      "Ep.:  46940, Loss: 7.516, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  30.00 Time: 42:05:01 \n",
      "Ep.:  46950, Loss: 8.394, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  28.00 Time: 42:05:34 \n",
      "Ep.:  46960, Loss: 8.093, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  27.00 Time: 42:06:07 \n",
      "Ep.:  46970, Loss: 9.210, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  28.00 Time: 42:06:39 \n",
      "Ep.:  46980, Loss: 8.430, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  27.00 Time: 42:07:11 \n",
      "Ep.:  46990, Loss: 8.544, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  28.00 Time: 42:07:48 \n",
      "Ep.:  47000, Loss: 9.516, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  26.00 Time: 42:08:31 \n",
      "Ep.:  47010, Loss: 8.228, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  29.00 Time: 42:09:05 \n",
      "Ep.:  47020, Loss: 7.774, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  23.00 Time: 42:09:38 \n",
      "Ep.:  47030, Loss: 8.046, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  26.00 Time: 42:10:12 \n",
      "Ep.:  47040, Loss: 7.999, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  27.00 Time: 42:10:46 \n",
      "Ep.:  47050, Loss: 7.947, Avg.Score: 289.00, Avg.LenOfSnake: 15.63, Max.LenOfSnake:  33.00 Time: 42:11:16 \n",
      "Ep.:  47060, Loss: 8.553, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  24.00 Time: 42:11:49 \n",
      "Ep.:  47070, Loss: 7.467, Avg.Score: 168.00, Avg.LenOfSnake: 11.60, Max.LenOfSnake:  29.00 Time: 42:12:21 \n",
      "Ep.:  47080, Loss: 8.875, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  37.00 Time: 42:12:54 \n",
      "Ep.:  47090, Loss: 7.787, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  25.00 Time: 42:13:25 \n",
      "Ep.:  47100, Loss: 8.000, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  24.00 Time: 42:13:55 \n",
      "Ep.:  47110, Loss: 8.144, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  25.00 Time: 42:14:27 \n",
      "Ep.:  47120, Loss: 7.731, Avg.Score: 176.00, Avg.LenOfSnake: 11.87, Max.LenOfSnake:  21.00 Time: 42:14:57 \n",
      "Ep.:  47130, Loss: 7.026, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  28.00 Time: 42:15:29 \n",
      "Ep.:  47140, Loss: 8.526, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  28.00 Time: 42:16:00 \n",
      "Ep.:  47150, Loss: 6.894, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  27.00 Time: 42:16:31 \n",
      "Ep.:  47160, Loss: 7.376, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  22.00 Time: 42:17:02 \n",
      "Ep.:  47170, Loss: 7.687, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  25.00 Time: 42:17:35 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  47180, Loss: 8.080, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  31.00 Time: 42:18:11 \n",
      "Ep.:  47190, Loss: 8.380, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  27.00 Time: 42:18:43 \n",
      "Ep.:  47200, Loss: 8.618, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  26.00 Time: 42:19:18 \n",
      "Ep.:  47210, Loss: 8.136, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  23.00 Time: 42:19:50 \n",
      "Ep.:  47220, Loss: 8.514, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  24.00 Time: 42:20:23 \n",
      "Ep.:  47230, Loss: 8.654, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  29.00 Time: 42:20:56 \n",
      "Ep.:  47240, Loss: 8.402, Avg.Score: 306.00, Avg.LenOfSnake: 16.20, Max.LenOfSnake:  29.00 Time: 42:21:29 \n",
      "Ep.:  47250, Loss: 8.060, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  34.00 Time: 42:22:04 \n",
      "Ep.:  47260, Loss: 7.651, Avg.Score: 189.00, Avg.LenOfSnake: 12.30, Max.LenOfSnake:  23.00 Time: 42:22:36 \n",
      "Ep.:  47270, Loss: 8.207, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  27.00 Time: 42:23:09 \n",
      "Ep.:  47280, Loss: 9.676, Avg.Score: 304.00, Avg.LenOfSnake: 16.13, Max.LenOfSnake:  27.00 Time: 42:23:49 \n",
      "Ep.:  47290, Loss: 7.375, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  28.00 Time: 42:24:23 \n",
      "Ep.:  47300, Loss: 8.752, Avg.Score: 286.00, Avg.LenOfSnake: 15.53, Max.LenOfSnake:  28.00 Time: 42:24:54 \n",
      "Ep.:  47310, Loss: 7.895, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  28.00 Time: 42:25:32 \n",
      "Ep.:  47320, Loss: 8.432, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  26.00 Time: 42:26:07 \n",
      "Ep.:  47330, Loss: 7.495, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  28.00 Time: 42:26:38 \n",
      "Ep.:  47340, Loss: 8.327, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  24.00 Time: 42:27:10 \n",
      "Ep.:  47350, Loss: 7.991, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  26.00 Time: 42:27:40 \n",
      "Ep.:  47360, Loss: 8.131, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  24.00 Time: 42:28:11 \n",
      "Ep.:  47370, Loss: 8.723, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  26.00 Time: 42:28:46 \n",
      "Ep.:  47380, Loss: 8.074, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  30.00 Time: 42:29:18 \n",
      "Ep.:  47390, Loss: 8.154, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  28.00 Time: 42:29:52 \n",
      "Ep.:  47400, Loss: 7.858, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  29.00 Time: 42:30:24 \n",
      "Ep.:  47410, Loss: 9.369, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  29.00 Time: 42:30:58 \n",
      "Ep.:  47420, Loss: 8.725, Avg.Score: 298.00, Avg.LenOfSnake: 15.93, Max.LenOfSnake:  27.00 Time: 42:31:31 \n",
      "Ep.:  47430, Loss: 8.048, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  28.00 Time: 42:32:05 \n",
      "Ep.:  47440, Loss: 7.414, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  31.00 Time: 42:32:36 \n",
      "Ep.:  47450, Loss: 7.955, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  22.00 Time: 42:33:09 \n",
      "Ep.:  47460, Loss: 7.213, Avg.Score: 164.00, Avg.LenOfSnake: 11.47, Max.LenOfSnake:  21.00 Time: 42:33:39 \n",
      "Ep.:  47470, Loss: 7.231, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  32.00 Time: 42:34:13 \n",
      "Ep.:  47480, Loss: 8.833, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  25.00 Time: 42:34:44 \n",
      "Ep.:  47490, Loss: 8.804, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  28.00 Time: 42:35:15 \n",
      "Ep.:  47500, Loss: 8.887, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  22.00 Time: 42:35:48 \n",
      "Ep.:  47510, Loss: 7.909, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  24.00 Time: 42:36:24 \n",
      "Ep.:  47520, Loss: 8.521, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  37.00 Time: 42:36:58 \n",
      "Ep.:  47530, Loss: 9.011, Avg.Score: 303.00, Avg.LenOfSnake: 16.10, Max.LenOfSnake:  35.00 Time: 42:37:33 \n",
      "Ep.:  47540, Loss: 8.995, Avg.Score: 292.00, Avg.LenOfSnake: 15.73, Max.LenOfSnake:  28.00 Time: 42:38:06 \n",
      "Ep.:  47550, Loss: 8.241, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  27.00 Time: 42:38:40 \n",
      "Ep.:  47560, Loss: 7.481, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  24.00 Time: 42:39:17 \n",
      "Ep.:  47570, Loss: 8.179, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  25.00 Time: 42:39:51 \n",
      "Ep.:  47580, Loss: 7.321, Avg.Score: 151.00, Avg.LenOfSnake: 11.03, Max.LenOfSnake:  18.00 Time: 42:40:21 \n",
      "Ep.:  47590, Loss: 8.652, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  33.00 Time: 42:40:57 \n",
      "Ep.:  47600, Loss: 7.834, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  25.00 Time: 42:41:30 \n",
      "Ep.:  47610, Loss: 7.215, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  31.00 Time: 42:42:01 \n",
      "Ep.:  47620, Loss: 8.080, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  32.00 Time: 42:42:33 \n",
      "Ep.:  47630, Loss: 8.296, Avg.Score: 168.00, Avg.LenOfSnake: 11.60, Max.LenOfSnake:  25.00 Time: 42:43:01 \n",
      "Ep.:  47640, Loss: 7.766, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  29.00 Time: 42:43:31 \n",
      "Ep.:  47650, Loss: 7.170, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  25.00 Time: 42:44:04 \n",
      "Ep.:  47660, Loss: 7.948, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  30.00 Time: 42:44:36 \n",
      "Ep.:  47670, Loss: 7.604, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  25.00 Time: 42:45:07 \n",
      "Ep.:  47680, Loss: 7.422, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  22.00 Time: 42:45:37 \n",
      "Ep.:  47690, Loss: 7.686, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  28.00 Time: 42:46:07 \n",
      "Ep.:  47700, Loss: 7.892, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  28.00 Time: 42:46:39 \n",
      "Ep.:  47710, Loss: 7.800, Avg.Score: 153.00, Avg.LenOfSnake: 11.10, Max.LenOfSnake:  22.00 Time: 42:47:10 \n",
      "Ep.:  47720, Loss: 8.133, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  33.00 Time: 42:47:41 \n",
      "Ep.:  47730, Loss: 8.245, Avg.Score: 137.00, Avg.LenOfSnake: 10.57, Max.LenOfSnake:  22.00 Time: 42:48:13 \n",
      "Ep.:  47740, Loss: 9.414, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  29.00 Time: 42:48:44 \n",
      "Ep.:  47750, Loss: 7.929, Avg.Score: 186.00, Avg.LenOfSnake: 12.20, Max.LenOfSnake:  33.00 Time: 42:49:14 \n",
      "Ep.:  47760, Loss: 7.495, Avg.Score: 141.00, Avg.LenOfSnake: 10.70, Max.LenOfSnake:  22.00 Time: 42:49:46 \n",
      "Ep.:  47770, Loss: 7.259, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  30.00 Time: 42:50:18 \n",
      "Ep.:  47780, Loss: 8.711, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  21.00 Time: 42:50:50 \n",
      "Ep.:  47790, Loss: 8.399, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  29.00 Time: 42:51:23 \n",
      "Ep.:  47800, Loss: 8.667, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  32.00 Time: 42:51:58 \n",
      "Ep.:  47810, Loss: 8.119, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  35.00 Time: 42:52:29 \n",
      "Ep.:  47820, Loss: 8.897, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  27.00 Time: 42:53:03 \n",
      "Ep.:  47830, Loss: 8.474, Avg.Score: 154.00, Avg.LenOfSnake: 11.13, Max.LenOfSnake:  24.00 Time: 42:53:35 \n",
      "Ep.:  47840, Loss: 7.730, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  22.00 Time: 42:54:05 \n",
      "Ep.:  47850, Loss: 10.184, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  37.00 Time: 42:54:39 \n",
      "Ep.:  47860, Loss: 8.002, Avg.Score: 297.00, Avg.LenOfSnake: 15.90, Max.LenOfSnake:  29.00 Time: 42:55:12 \n",
      "Ep.:  47870, Loss: 8.044, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  25.00 Time: 42:55:44 \n",
      "Ep.:  47880, Loss: 7.078, Avg.Score: 166.00, Avg.LenOfSnake: 11.53, Max.LenOfSnake:  27.00 Time: 42:56:14 \n",
      "Ep.:  47890, Loss: 9.752, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  23.00 Time: 42:56:47 \n",
      "Ep.:  47900, Loss: 9.647, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  34.00 Time: 42:57:20 \n",
      "Ep.:  47910, Loss: 9.084, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  25.00 Time: 42:57:52 \n",
      "Ep.:  47920, Loss: 7.495, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  21.00 Time: 42:58:23 \n",
      "Ep.:  47930, Loss: 7.905, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  24.00 Time: 42:58:56 \n",
      "Ep.:  47940, Loss: 8.462, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  24.00 Time: 42:59:26 \n",
      "Ep.:  47950, Loss: 8.073, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  31.00 Time: 42:59:59 \n",
      "Ep.:  47960, Loss: 8.042, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  25.00 Time: 43:00:30 \n",
      "Ep.:  47970, Loss: 7.605, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  26.00 Time: 43:01:05 \n",
      "Ep.:  47980, Loss: 8.527, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  24.00 Time: 43:01:36 \n",
      "Ep.:  47990, Loss: 8.182, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  26.00 Time: 43:02:11 \n",
      "Ep.:  48000, Loss: 8.203, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  23.00 Time: 43:02:43 \n",
      "Ep.:  48010, Loss: 8.432, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  24.00 Time: 43:03:14 \n",
      "Ep.:  48020, Loss: 8.540, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  32.00 Time: 43:03:44 \n",
      "Ep.:  48030, Loss: 6.416, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  24.00 Time: 43:04:14 \n",
      "Ep.:  48040, Loss: 7.054, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  23.00 Time: 43:04:44 \n",
      "Ep.:  48050, Loss: 7.835, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  29.00 Time: 43:05:16 \n",
      "Ep.:  48060, Loss: 7.098, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  24.00 Time: 43:05:47 \n",
      "Ep.:  48070, Loss: 7.521, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  29.00 Time: 43:06:19 \n",
      "Ep.:  48080, Loss: 7.136, Avg.Score: 190.00, Avg.LenOfSnake: 12.33, Max.LenOfSnake:  22.00 Time: 43:06:50 \n",
      "Ep.:  48090, Loss: 7.062, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  27.00 Time: 43:07:22 \n",
      "Ep.:  48100, Loss: 7.132, Avg.Score: 189.00, Avg.LenOfSnake: 12.30, Max.LenOfSnake:  22.00 Time: 43:07:53 \n",
      "Ep.:  48110, Loss: 8.463, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  25.00 Time: 43:08:24 \n",
      "Ep.:  48120, Loss: 6.838, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  27.00 Time: 43:08:57 \n",
      "Ep.:  48130, Loss: 8.654, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  28.00 Time: 43:09:30 \n",
      "Ep.:  48140, Loss: 7.028, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  30.00 Time: 43:10:02 \n",
      "Ep.:  48150, Loss: 8.481, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  29.00 Time: 43:10:37 \n",
      "Ep.:  48160, Loss: 8.230, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  30.00 Time: 43:11:16 \n",
      "Ep.:  48170, Loss: 7.549, Avg.Score: 174.00, Avg.LenOfSnake: 11.80, Max.LenOfSnake:  21.00 Time: 43:11:47 \n",
      "Ep.:  48180, Loss: 7.419, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  27.00 Time: 43:12:23 \n",
      "Ep.:  48190, Loss: 7.644, Avg.Score: 163.00, Avg.LenOfSnake: 11.43, Max.LenOfSnake:  24.00 Time: 43:12:56 \n",
      "Ep.:  48200, Loss: 8.310, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  30.00 Time: 43:13:27 \n",
      "Ep.:  48210, Loss: 7.522, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  27.00 Time: 43:14:00 \n",
      "Ep.:  48220, Loss: 6.490, Avg.Score: 144.00, Avg.LenOfSnake: 10.80, Max.LenOfSnake:  26.00 Time: 43:14:30 \n",
      "Ep.:  48230, Loss: 8.978, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  34.00 Time: 43:15:01 \n",
      "Ep.:  48240, Loss: 7.708, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  29.00 Time: 43:15:33 \n",
      "Ep.:  48250, Loss: 8.654, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  26.00 Time: 43:16:03 \n",
      "Ep.:  48260, Loss: 8.541, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  24.00 Time: 43:16:36 \n",
      "Ep.:  48270, Loss: 7.702, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  26.00 Time: 43:17:06 \n",
      "Ep.:  48280, Loss: 8.465, Avg.Score: 189.00, Avg.LenOfSnake: 12.30, Max.LenOfSnake:  21.00 Time: 43:17:36 \n",
      "Ep.:  48290, Loss: 7.459, Avg.Score: 160.00, Avg.LenOfSnake: 11.33, Max.LenOfSnake:  35.00 Time: 43:18:06 \n",
      "Ep.:  48300, Loss: 7.760, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  27.00 Time: 43:18:38 \n",
      "Ep.:  48310, Loss: 7.771, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  27.00 Time: 43:19:10 \n",
      "Ep.:  48320, Loss: 7.723, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  28.00 Time: 43:19:43 \n",
      "Ep.:  48330, Loss: 7.515, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  26.00 Time: 43:20:15 \n",
      "Ep.:  48340, Loss: 7.582, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  29.00 Time: 43:20:48 \n",
      "Ep.:  48350, Loss: 7.292, Avg.Score: 180.00, Avg.LenOfSnake: 12.00, Max.LenOfSnake:  25.00 Time: 43:21:18 \n",
      "Ep.:  48360, Loss: 8.033, Avg.Score: 189.00, Avg.LenOfSnake: 12.30, Max.LenOfSnake:  22.00 Time: 43:21:47 \n",
      "Ep.:  48370, Loss: 8.602, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  23.00 Time: 43:22:15 \n",
      "Ep.:  48380, Loss: 7.629, Avg.Score: 154.00, Avg.LenOfSnake: 11.13, Max.LenOfSnake:  20.00 Time: 43:22:44 \n",
      "Ep.:  48390, Loss: 8.102, Avg.Score: 180.00, Avg.LenOfSnake: 12.00, Max.LenOfSnake:  19.00 Time: 43:23:15 \n",
      "Ep.:  48400, Loss: 8.612, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  26.00 Time: 43:23:50 \n",
      "Ep.:  48410, Loss: 7.191, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  25.00 Time: 43:24:22 \n",
      "Ep.:  48420, Loss: 8.091, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  36.00 Time: 43:24:55 \n",
      "Ep.:  48430, Loss: 7.986, Avg.Score: 190.00, Avg.LenOfSnake: 12.33, Max.LenOfSnake:  26.00 Time: 43:25:26 \n",
      "Ep.:  48440, Loss: 8.809, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  28.00 Time: 43:25:57 \n",
      "Ep.:  48450, Loss: 7.119, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  26.00 Time: 43:26:30 \n",
      "Ep.:  48460, Loss: 8.115, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  29.00 Time: 43:27:00 \n",
      "Ep.:  48470, Loss: 7.431, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  21.00 Time: 43:27:31 \n",
      "Ep.:  48480, Loss: 8.792, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  30.00 Time: 43:28:02 \n",
      "Ep.:  48490, Loss: 7.492, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  29.00 Time: 43:28:33 \n",
      "Ep.:  48500, Loss: 8.291, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  26.00 Time: 43:29:06 \n",
      "Ep.:  48510, Loss: 8.416, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  34.00 Time: 43:29:39 \n",
      "Ep.:  48520, Loss: 8.448, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  29.00 Time: 43:30:11 \n",
      "Ep.:  48530, Loss: 7.268, Avg.Score: 159.00, Avg.LenOfSnake: 11.30, Max.LenOfSnake:  25.00 Time: 43:30:41 \n",
      "Ep.:  48540, Loss: 8.112, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  21.00 Time: 43:31:13 \n",
      "Ep.:  48550, Loss: 7.543, Avg.Score: 168.00, Avg.LenOfSnake: 11.60, Max.LenOfSnake:  23.00 Time: 43:31:44 \n",
      "Ep.:  48560, Loss: 8.478, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  28.00 Time: 43:32:17 \n",
      "Ep.:  48570, Loss: 6.779, Avg.Score: 136.00, Avg.LenOfSnake: 10.53, Max.LenOfSnake:  21.00 Time: 43:32:47 \n",
      "Ep.:  48580, Loss: 7.333, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  24.00 Time: 43:33:19 \n",
      "Ep.:  48590, Loss: 7.967, Avg.Score: 140.00, Avg.LenOfSnake: 10.67, Max.LenOfSnake:  30.00 Time: 43:33:49 \n",
      "Ep.:  48600, Loss: 6.645, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  29.00 Time: 43:34:19 \n",
      "Ep.:  48610, Loss: 7.312, Avg.Score: 169.00, Avg.LenOfSnake: 11.63, Max.LenOfSnake:  21.00 Time: 43:34:52 \n",
      "Ep.:  48620, Loss: 8.392, Avg.Score: 139.00, Avg.LenOfSnake: 10.63, Max.LenOfSnake:  20.00 Time: 43:35:22 \n",
      "Ep.:  48630, Loss: 7.729, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  28.00 Time: 43:35:53 \n",
      "Ep.:  48640, Loss: 7.174, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  22.00 Time: 43:36:25 \n",
      "Ep.:  48650, Loss: 8.534, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  25.00 Time: 43:36:57 \n",
      "Ep.:  48660, Loss: 8.078, Avg.Score: 170.00, Avg.LenOfSnake: 11.67, Max.LenOfSnake:  28.00 Time: 43:37:29 \n",
      "Ep.:  48670, Loss: 7.688, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  24.00 Time: 43:38:01 \n",
      "Ep.:  48680, Loss: 7.445, Avg.Score: 157.00, Avg.LenOfSnake: 11.23, Max.LenOfSnake:  20.00 Time: 43:38:33 \n",
      "Ep.:  48690, Loss: 8.218, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  22.00 Time: 43:39:03 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  48700, Loss: 7.430, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  25.00 Time: 43:39:38 \n",
      "Ep.:  48710, Loss: 8.116, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  24.00 Time: 43:40:09 \n",
      "Ep.:  48720, Loss: 8.782, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  24.00 Time: 43:40:39 \n",
      "Ep.:  48730, Loss: 8.155, Avg.Score: 144.00, Avg.LenOfSnake: 10.80, Max.LenOfSnake:  27.00 Time: 43:41:09 \n",
      "Ep.:  48740, Loss: 7.083, Avg.Score: 131.00, Avg.LenOfSnake: 10.37, Max.LenOfSnake:  25.00 Time: 43:41:38 \n",
      "Ep.:  48750, Loss: 7.432, Avg.Score: 168.00, Avg.LenOfSnake: 11.60, Max.LenOfSnake:  30.00 Time: 43:42:10 \n",
      "Ep.:  48760, Loss: 7.823, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  23.00 Time: 43:42:40 \n",
      "Ep.:  48770, Loss: 8.483, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  23.00 Time: 43:43:13 \n",
      "Ep.:  48780, Loss: 7.082, Avg.Score: 129.00, Avg.LenOfSnake: 10.30, Max.LenOfSnake:  22.00 Time: 43:43:42 \n",
      "Ep.:  48790, Loss: 7.967, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  24.00 Time: 43:44:15 \n",
      "Ep.:  48800, Loss: 8.678, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  28.00 Time: 43:44:46 \n",
      "Ep.:  48810, Loss: 7.027, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  23.00 Time: 43:45:18 \n",
      "Ep.:  48820, Loss: 6.705, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  25.00 Time: 43:45:49 \n",
      "Ep.:  48830, Loss: 8.413, Avg.Score: 189.00, Avg.LenOfSnake: 12.30, Max.LenOfSnake:  29.00 Time: 43:46:18 \n",
      "Ep.:  48840, Loss: 8.193, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  28.00 Time: 43:46:50 \n",
      "Ep.:  48850, Loss: 6.452, Avg.Score: 164.00, Avg.LenOfSnake: 11.47, Max.LenOfSnake:  31.00 Time: 43:47:22 \n",
      "Ep.:  48860, Loss: 7.495, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  24.00 Time: 43:47:51 \n",
      "Ep.:  48870, Loss: 7.553, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  26.00 Time: 43:48:22 \n",
      "Ep.:  48880, Loss: 6.298, Avg.Score: 88.00, Avg.LenOfSnake: 8.93, Max.LenOfSnake:  25.00 Time: 43:48:52 \n",
      "Ep.:  48890, Loss: 7.993, Avg.Score: 141.00, Avg.LenOfSnake: 10.70, Max.LenOfSnake:  18.00 Time: 43:49:21 \n",
      "Ep.:  48900, Loss: 7.501, Avg.Score: 150.00, Avg.LenOfSnake: 11.00, Max.LenOfSnake:  29.00 Time: 43:49:48 \n",
      "Ep.:  48910, Loss: 7.391, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  20.00 Time: 43:50:16 \n",
      "Ep.:  48920, Loss: 8.273, Avg.Score: 166.00, Avg.LenOfSnake: 11.53, Max.LenOfSnake:  31.00 Time: 43:50:46 \n",
      "Ep.:  48930, Loss: 7.848, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  29.00 Time: 43:51:17 \n",
      "Ep.:  48940, Loss: 7.698, Avg.Score: 181.00, Avg.LenOfSnake: 12.03, Max.LenOfSnake:  24.00 Time: 43:51:48 \n",
      "Ep.:  48950, Loss: 8.314, Avg.Score: 171.00, Avg.LenOfSnake: 11.70, Max.LenOfSnake:  22.00 Time: 43:52:18 \n",
      "Ep.:  48960, Loss: 7.816, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  29.00 Time: 43:52:49 \n",
      "Ep.:  48970, Loss: 7.734, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  22.00 Time: 43:53:20 \n",
      "Ep.:  48980, Loss: 6.499, Avg.Score: 150.00, Avg.LenOfSnake: 11.00, Max.LenOfSnake:  23.00 Time: 43:53:50 \n",
      "Ep.:  48990, Loss: 8.417, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  31.00 Time: 43:54:24 \n",
      "Ep.:  49000, Loss: 7.835, Avg.Score: 150.00, Avg.LenOfSnake: 11.00, Max.LenOfSnake:  20.00 Time: 43:54:53 \n",
      "Ep.:  49010, Loss: 7.504, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  24.00 Time: 43:55:24 \n",
      "Ep.:  49020, Loss: 6.771, Avg.Score: 157.00, Avg.LenOfSnake: 11.23, Max.LenOfSnake:  27.00 Time: 43:55:55 \n",
      "Ep.:  49030, Loss: 7.380, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  21.00 Time: 43:56:25 \n",
      "Ep.:  49040, Loss: 7.824, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  21.00 Time: 43:56:56 \n",
      "Ep.:  49050, Loss: 7.695, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  31.00 Time: 43:57:26 \n",
      "Ep.:  49060, Loss: 8.413, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  24.00 Time: 43:57:57 \n",
      "Ep.:  49070, Loss: 8.266, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  27.00 Time: 43:58:29 \n",
      "Ep.:  49080, Loss: 8.674, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  24.00 Time: 43:59:00 \n",
      "Ep.:  49090, Loss: 7.235, Avg.Score: 150.00, Avg.LenOfSnake: 11.00, Max.LenOfSnake:  22.00 Time: 43:59:34 \n",
      "Ep.:  49100, Loss: 8.508, Avg.Score: 155.00, Avg.LenOfSnake: 11.17, Max.LenOfSnake:  25.00 Time: 44:00:05 \n",
      "Ep.:  49110, Loss: 7.832, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  30.00 Time: 44:00:35 \n",
      "Ep.:  49120, Loss: 9.287, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  31.00 Time: 44:01:08 \n",
      "Ep.:  49130, Loss: 7.472, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  27.00 Time: 44:01:39 \n",
      "Ep.:  49140, Loss: 8.357, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  23.00 Time: 44:02:12 \n",
      "Ep.:  49150, Loss: 6.600, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  30.00 Time: 44:02:44 \n",
      "Ep.:  49160, Loss: 8.613, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  29.00 Time: 44:03:21 \n",
      "Ep.:  49170, Loss: 7.401, Avg.Score: 139.00, Avg.LenOfSnake: 10.63, Max.LenOfSnake:  25.00 Time: 44:03:52 \n",
      "Ep.:  49180, Loss: 7.570, Avg.Score: 167.00, Avg.LenOfSnake: 11.57, Max.LenOfSnake:  22.00 Time: 44:04:25 \n",
      "Ep.:  49190, Loss: 8.718, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  28.00 Time: 44:04:57 \n",
      "Ep.:  49200, Loss: 7.619, Avg.Score: 135.00, Avg.LenOfSnake: 10.50, Max.LenOfSnake:  19.00 Time: 44:05:33 \n",
      "Ep.:  49210, Loss: 8.802, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  29.00 Time: 44:06:04 \n",
      "Ep.:  49220, Loss: 7.280, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  26.00 Time: 44:06:34 \n",
      "Ep.:  49230, Loss: 7.413, Avg.Score: 189.00, Avg.LenOfSnake: 12.30, Max.LenOfSnake:  29.00 Time: 44:07:04 \n",
      "Ep.:  49240, Loss: 6.715, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  27.00 Time: 44:07:37 \n",
      "Ep.:  49250, Loss: 8.180, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  26.00 Time: 44:08:07 \n",
      "Ep.:  49260, Loss: 8.309, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  22.00 Time: 44:08:39 \n",
      "Ep.:  49270, Loss: 7.321, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  25.00 Time: 44:09:10 \n",
      "Ep.:  49280, Loss: 7.808, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  27.00 Time: 44:09:40 \n",
      "Ep.:  49290, Loss: 7.969, Avg.Score: 174.00, Avg.LenOfSnake: 11.80, Max.LenOfSnake:  23.00 Time: 44:10:12 \n",
      "Ep.:  49300, Loss: 7.586, Avg.Score: 134.00, Avg.LenOfSnake: 10.47, Max.LenOfSnake:  22.00 Time: 44:10:45 \n",
      "Ep.:  49310, Loss: 8.237, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  28.00 Time: 44:11:16 \n",
      "Ep.:  49320, Loss: 7.653, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  26.00 Time: 44:11:48 \n",
      "Ep.:  49330, Loss: 8.146, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  24.00 Time: 44:12:20 \n",
      "Ep.:  49340, Loss: 6.376, Avg.Score: 165.00, Avg.LenOfSnake: 11.50, Max.LenOfSnake:  23.00 Time: 44:12:51 \n",
      "Ep.:  49350, Loss: 7.975, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  31.00 Time: 44:13:22 \n",
      "Ep.:  49360, Loss: 6.963, Avg.Score: 166.00, Avg.LenOfSnake: 11.53, Max.LenOfSnake:  25.00 Time: 44:13:52 \n",
      "Ep.:  49370, Loss: 8.676, Avg.Score: 172.00, Avg.LenOfSnake: 11.73, Max.LenOfSnake:  20.00 Time: 44:14:24 \n",
      "Ep.:  49380, Loss: 8.150, Avg.Score: 296.00, Avg.LenOfSnake: 15.87, Max.LenOfSnake:  28.00 Time: 44:14:58 \n",
      "Ep.:  49390, Loss: 7.838, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  29.00 Time: 44:15:29 \n",
      "Ep.:  49400, Loss: 7.772, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  33.00 Time: 44:16:01 \n",
      "Ep.:  49410, Loss: 9.828, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  26.00 Time: 44:16:36 \n",
      "Ep.:  49420, Loss: 8.260, Avg.Score: 154.00, Avg.LenOfSnake: 11.13, Max.LenOfSnake:  19.00 Time: 44:17:08 \n",
      "Ep.:  49430, Loss: 7.418, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  25.00 Time: 44:17:39 \n",
      "Ep.:  49440, Loss: 8.168, Avg.Score: 156.00, Avg.LenOfSnake: 11.20, Max.LenOfSnake:  29.00 Time: 44:18:08 \n",
      "Ep.:  49450, Loss: 7.332, Avg.Score: 157.00, Avg.LenOfSnake: 11.23, Max.LenOfSnake:  24.00 Time: 44:18:36 \n",
      "Ep.:  49460, Loss: 7.743, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  29.00 Time: 44:19:08 \n",
      "Ep.:  49470, Loss: 7.963, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  25.00 Time: 44:19:39 \n",
      "Ep.:  49480, Loss: 8.049, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  24.00 Time: 44:20:10 \n",
      "Ep.:  49490, Loss: 7.551, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  34.00 Time: 44:20:42 \n",
      "Ep.:  49500, Loss: 8.480, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  27.00 Time: 44:21:13 \n",
      "Ep.:  49510, Loss: 8.928, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  25.00 Time: 44:21:43 \n",
      "Ep.:  49520, Loss: 7.212, Avg.Score: 299.00, Avg.LenOfSnake: 15.97, Max.LenOfSnake:  26.00 Time: 44:22:17 \n",
      "Ep.:  49530, Loss: 8.170, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  26.00 Time: 44:22:53 \n",
      "Ep.:  49540, Loss: 8.014, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  29.00 Time: 44:23:25 \n",
      "Ep.:  49550, Loss: 9.334, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  24.00 Time: 44:23:57 \n",
      "Ep.:  49560, Loss: 7.393, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  29.00 Time: 44:24:28 \n",
      "Ep.:  49570, Loss: 8.978, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  25.00 Time: 44:24:59 \n",
      "Ep.:  49580, Loss: 8.313, Avg.Score: 304.00, Avg.LenOfSnake: 16.13, Max.LenOfSnake:  34.00 Time: 44:25:30 \n",
      "Ep.:  49590, Loss: 7.936, Avg.Score: 173.00, Avg.LenOfSnake: 11.77, Max.LenOfSnake:  24.00 Time: 44:26:02 \n",
      "Ep.:  49600, Loss: 8.148, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  35.00 Time: 44:26:36 \n",
      "Ep.:  49610, Loss: 7.971, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  28.00 Time: 44:27:10 \n",
      "Ep.:  49620, Loss: 7.213, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  24.00 Time: 44:27:41 \n",
      "Ep.:  49630, Loss: 9.377, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  29.00 Time: 44:28:14 \n",
      "Ep.:  49640, Loss: 7.718, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  27.00 Time: 44:28:48 \n",
      "Ep.:  49650, Loss: 7.386, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  27.00 Time: 44:29:19 \n",
      "Ep.:  49660, Loss: 7.802, Avg.Score: 152.00, Avg.LenOfSnake: 11.07, Max.LenOfSnake:  22.00 Time: 44:29:50 \n",
      "Ep.:  49670, Loss: 7.125, Avg.Score: 148.00, Avg.LenOfSnake: 10.93, Max.LenOfSnake:  21.00 Time: 44:30:21 \n",
      "Ep.:  49680, Loss: 8.513, Avg.Score: 170.00, Avg.LenOfSnake: 11.67, Max.LenOfSnake:  22.00 Time: 44:30:51 \n",
      "Ep.:  49690, Loss: 7.328, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  22.00 Time: 44:31:23 \n",
      "Ep.:  49700, Loss: 8.087, Avg.Score: 151.00, Avg.LenOfSnake: 11.03, Max.LenOfSnake:  26.00 Time: 44:31:55 \n",
      "Ep.:  49710, Loss: 6.621, Avg.Score: 163.00, Avg.LenOfSnake: 11.43, Max.LenOfSnake:  21.00 Time: 44:32:26 \n",
      "Ep.:  49720, Loss: 7.968, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  21.00 Time: 44:33:00 \n",
      "Ep.:  49730, Loss: 7.589, Avg.Score: 106.00, Avg.LenOfSnake: 9.53, Max.LenOfSnake:  23.00 Time: 44:33:30 \n",
      "Ep.:  49740, Loss: 7.310, Avg.Score: 167.00, Avg.LenOfSnake: 11.57, Max.LenOfSnake:  25.00 Time: 44:34:03 \n",
      "Ep.:  49750, Loss: 7.808, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  25.00 Time: 44:34:38 \n",
      "Ep.:  49760, Loss: 7.708, Avg.Score: 158.00, Avg.LenOfSnake: 11.27, Max.LenOfSnake:  23.00 Time: 44:35:10 \n",
      "Ep.:  49770, Loss: 7.144, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  27.00 Time: 44:35:43 \n",
      "Ep.:  49780, Loss: 7.152, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  25.00 Time: 44:36:17 \n",
      "Ep.:  49790, Loss: 7.036, Avg.Score: 160.00, Avg.LenOfSnake: 11.33, Max.LenOfSnake:  24.00 Time: 44:36:50 \n",
      "Ep.:  49800, Loss: 7.198, Avg.Score: 175.00, Avg.LenOfSnake: 11.83, Max.LenOfSnake:  25.00 Time: 44:37:23 \n",
      "Ep.:  49810, Loss: 7.374, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  26.00 Time: 44:37:54 \n",
      "Ep.:  49820, Loss: 7.922, Avg.Score: 153.00, Avg.LenOfSnake: 11.10, Max.LenOfSnake:  21.00 Time: 44:38:27 \n",
      "Ep.:  49830, Loss: 7.720, Avg.Score: 182.00, Avg.LenOfSnake: 12.07, Max.LenOfSnake:  27.00 Time: 44:38:57 \n",
      "Ep.:  49840, Loss: 7.319, Avg.Score: 184.00, Avg.LenOfSnake: 12.13, Max.LenOfSnake:  29.00 Time: 44:39:28 \n",
      "Ep.:  49850, Loss: 6.468, Avg.Score: 110.00, Avg.LenOfSnake: 9.67, Max.LenOfSnake:  21.00 Time: 44:39:55 \n",
      "Ep.:  49860, Loss: 8.575, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  24.00 Time: 44:40:27 \n",
      "Ep.:  49870, Loss: 6.947, Avg.Score: 181.00, Avg.LenOfSnake: 12.03, Max.LenOfSnake:  23.00 Time: 44:41:00 \n",
      "Ep.:  49880, Loss: 7.328, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  26.00 Time: 44:41:34 \n",
      "Ep.:  49890, Loss: 7.617, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  30.00 Time: 44:42:06 \n",
      "Ep.:  49900, Loss: 8.048, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  31.00 Time: 44:42:39 \n",
      "Ep.:  49910, Loss: 7.818, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  24.00 Time: 44:43:13 \n",
      "Ep.:  49920, Loss: 8.432, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  26.00 Time: 44:43:46 \n",
      "Ep.:  49930, Loss: 8.246, Avg.Score: 160.00, Avg.LenOfSnake: 11.33, Max.LenOfSnake:  24.00 Time: 44:44:20 \n",
      "Ep.:  49940, Loss: 8.403, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  32.00 Time: 44:44:56 \n",
      "Ep.:  49950, Loss: 8.735, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  26.00 Time: 44:45:31 \n",
      "Ep.:  49960, Loss: 8.415, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  28.00 Time: 44:46:04 \n",
      "Ep.:  49970, Loss: 7.324, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  23.00 Time: 44:46:36 \n",
      "Ep.:  49980, Loss: 6.797, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  30.00 Time: 44:47:07 \n",
      "Ep.:  49990, Loss: 7.195, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  29.00 Time: 44:47:40 \n",
      "Ep.:  50000, Loss: 6.997, Avg.Score: 154.00, Avg.LenOfSnake: 11.13, Max.LenOfSnake:  24.00 Time: 44:48:11 \n"
     ]
    }
   ],
   "source": [
    "num_episodes = 50000 \n",
    "num_updates = 500 \n",
    "print_every = 10\n",
    "games_in_episode = 30\n",
    "batch_size = 20\n",
    "\n",
    "\n",
    "def train():\n",
    "    \n",
    "    scores_deque = deque(maxlen=100)\n",
    "    scores_array = []\n",
    "    avg_scores_array = []    \n",
    "    \n",
    "    avg_len_array = []\n",
    "    avg_max_len_array = []\n",
    "    \n",
    "    time_start = time.time()\n",
    "    \n",
    "    \n",
    "    for i_episode in range(num_episodes+1):\n",
    "        \n",
    "        ## print('i_episode: ', i_episode)\n",
    "        \n",
    "        score, avg_len, max_len = run_episode(games_in_episode)\n",
    "        \n",
    "        scores_deque.append(score)\n",
    "        scores_array.append(score)\n",
    "        avg_len_array.append(avg_len)\n",
    "        avg_max_len_array.append(max_len)\n",
    "        \n",
    "        \n",
    "        avg_score = np.mean(scores_deque)\n",
    "        avg_scores_array.append(avg_score)\n",
    "        \n",
    "        total_loss = learn(num_updates, batch_size)\n",
    "        \n",
    "        dt = (int)(time.time() - time_start)\n",
    "        \n",
    "        if i_episode % print_every == 0 and i_episode > 0:\n",
    "            print('Ep.: {:6}, Loss: {:.3f}, Avg.Score: {:.2f}, Avg.LenOfSnake: {:.2f}, Max.LenOfSnake:  {:.2f} Time: {:02}:{:02}:{:02} '.\\\n",
    "                  format(i_episode, total_loss, score, avg_len, max_len, dt//3600, dt%3600//60, dt%60))\n",
    "            \n",
    "        memory.truncate()\n",
    "        \n",
    "        if i_episode % 250 == 0 and i_episode > 0:   \n",
    "            torch.save(model.state_dict(), './dir_chk_len/Snake_{}'.format(i_episode))\n",
    "            \n",
    "    return scores_array, avg_scores_array, avg_len_array, avg_max_len_array    \n",
    "\n",
    "scores, avg_scores, avg_len_of_snake, max_len_of_snake = train()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "length of scores:  50001 , len of avg_scores:  50001\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "print('length of scores: ', len(scores), ', len of avg_scores: ', len(avg_scores))\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "plt.plot(np.arange(1, len(scores)+1), scores, label=\"Score\")\n",
    "plt.plot(np.arange(1, len(avg_scores)+1), avg_scores, label=\"Avg score on 100 episodes\")\n",
    "plt.legend(bbox_to_anchor=(1.05, 1)) \n",
    "plt.ylabel('Score')\n",
    "plt.xlabel('Episodes #')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax1 = fig.add_subplot(121)\n",
    "plt.plot(np.arange(1, len(avg_len_of_snake)+1), avg_len_of_snake, label=\"Avg Len of Snake\")\n",
    "plt.plot(np.arange(1, len(max_len_of_snake)+1), max_len_of_snake, label=\"Max Len of Snake\")\n",
    "plt.legend(bbox_to_anchor=(1.05, 1)) \n",
    "plt.ylabel('Length of Snake')\n",
    "plt.xlabel('Episodes #')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mu:  24.93 , sigma:  5.23 , median:  25.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n, bins, patches = plt.hist(max_len_of_snake, 45, density=1, facecolor='green', alpha=0.75)\n",
    "l = plt.plot(np.arange(1, len(bins) + 1), 'r--', linewidth=1)\n",
    "mu = round(np.mean(max_len_of_snake), 2)\n",
    "sigma = round(np.std(max_len_of_snake), 2)\n",
    "median = round(np.median(max_len_of_snake), 2)\n",
    "print('mu: ', mu, ', sigma: ', sigma, ', median: ', median)\n",
    "plt.xlabel('Max.Lengths, mu = {:.2f}, sigma={:.2f},  median: {:.2f}'.format(mu, sigma, median))\n",
    "plt.ylabel('Probability')\n",
    "plt.title('Histogram of Max.Lengths')\n",
    "plt.axis([4, 44, 0, 0.15])\n",
    "plt.grid(True)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "ml2-kernel",
   "language": "python",
   "name": "ml2-kernel"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
